Gwendolyn Stokes was initially committed to Saint Elizabeths Hospital as an outpatient under the District of Columbia Hospitalization of the Mentally Ill Act, D.C. Code § 21-545 (b) (1981) (part of the “Ervin Act”). Subsequently, her outpatient status was revoked. On appeal, she contends the trial court denied her due process when it revoked her outpatient commitment without explicitly finding that indeterminate inpatient commitment was the least restrictive form of treatment. She also argues that the evidence of her mental illness and dangerousness was insufficient. We reverse.1
I
Appellant was taken to Saint Elizabeths Hospital as an emergency involuntary patient under the Ervin Act. Pursuant to a petition for judicial hospitalization, D.C. Code § 21-541 (1981 & 1987 Supp.), the Commission on Mental Health conducted a hearing and concluded that Ms. Stokes was mentally ill and likely to injure herself or others. It recommended that she be committed as an outpatient. Based on a review of the record, the trial court, per Judge Sylvia Bacon, found that Ms. Stokes did not need inpatient treatment and that outpatient treatment was in the interests of Ms. Stokes and the community. The trial court entered an order of outpatient commitment pursuant to D.C. Code § 21-545(b) on March 13, 1985.
Ms. Stokes was returned to the hospital on August 7,1985. The hospital petitioned to revoke Ms. Stokes’ status as an outpa*358tient and on September 4,1985, Judge Warren King held a hearing on the question whether Ms. Stokes’ outpatient commitment should be revoked. Following testimony by one witness and the arguments of counsel, the trial court granted the hospital’s petition for complete revocation.
The only witness who appeared against Ms. Stokes was the hospital psychiatrist, Dr. Barbara Basta. No lay witnesses were produced, nor were sworn affidavits introduced. At the hearing, Dr. Basta opined that Ms. Stokes suffered from a bipolar disorder and mixed substance abuse. She stated that Ms. Stokes had a long history of drug use and psychiatric admissions.
Over a continuing hearsay objection, Dr. Basta also gave an account of Ms. Stokes’ conduct since the time of her commitment. She testified that Ms. Stokes returned to the hospital on April 1, 1985 exhibiting symptoms of phencyclidine (PCP) intoxication. The doctor did not state whether Ms. Stokes engaged in any dangerous behavior, nor whether she showed symptoms of mental illness independent of the drug intoxication. She described how, on April 10, 1985, Ms. Stokes was readmitted to the hospital with “the same history of violent, aggressive behavior, distractive at home, threatening, hallucinating, delusional.” The doctor did not offer factual details underlying her description, nor did she note •whether the alleged conduct was the product of drug abuse or mental illness. The doctor testified to the fact that Ms. Stokes had had several brief readmissions, and that each time Ms. Stokes “needed seclusion for extremely violent and threatening behavior, very difficult to handle at that time.” The doctor did not attach any dates to those admissions, nor did she indicate how many they were in number. No details with regard to the “dangerous behavior” Ms. Stokes had exhibited were provided, and the doctor did not associate the behavior with anything other than PCP use.
Dr. Basta also gave an account of Ms. Stokes’ last return to the hospital on August 6,1985, reciting a report by a hospital staff member based on a conversation with Ms. Stokes’ mother. Dr. Basta said that the report showed that Ms. Stokes “was semi-delusional, became assaultive towards the mother, threatening, aggressive, hostile.” Dr. Basta also mentioned the description of the admitting psychiatrist that Ms. Stokes was “agitated, uncooperative, hostile, threatening at that time.” Dr. Bas-ta stated that the next day Ms. Stokes was a problem for the staff because she was “dancing, the way that generally is known as inviting men.” Other than the dancing incident, the doctor provided no details of Ms. Stokes’ allegedly dangerous conduct on the August 6th admission; nor did she associate it with a mental illness. The doctor also testified that Ms. Stokes’ behavior between March and August 1985 was not appreciably different from the behavior that she historically had exhibited and that had been taken into account in her original outpatient commitment, except that her returns to the hospital were spaced closer together.
Dr. Basta noted that, upon Ms. Stokes’ last return in August, the doctor switched her medication from Haldol to Lithium and Navane. Ms. Stokes improved markedly and rapidly, and the doctor said she believed her prognosis was excellent on the new medication. However, the doctor stated that she did not believe that Ms. Stokes would continue to take medication on her own. Dr. Basta also described a new “dual diagnosis” program, which was specifically tailored to individuals who have a mental illness and are substance abusers, such as Ms. Stokes was alleged to be. No program of its kind had been made available to Ms. Stokes prior to her August readmission (specifically, the program was only established on July 29, 1985). Ms. Stokes had been participating in the program for only three weeks, yet the doctor believed her insight into her drug use had already become better than it was when she was originally committed. However, in spite of Ms. Stokes' improvement, Dr. Basta rejected the alternative of community residence with daily participation in the new program.
After the hospital rested, Ms. Stokes testified. She stated that she wanted to devel*359op the capacity to refrain from using street drugs, and that she found the dual diagnosis program to have helped her already. Ms. Stokes testified she would continue attending the program, as well as continue taking medication and therapy at the hospital on a daily basis as an outpatient.2
The court found that Ms. Stokes “would be a serious problem if returned to the community. I have no confidence that she will take her medication. I have no confidence that she will stay away from dangerous drugs.” In a written order signed the next day, the trial judge supplemented his findings by noting that Ms. Stokes suffers from a mental illness and because of such was likely to injure herself or others if not hospitalized; that her condition had deteriorated as evidenced by recent threatening, assaultive, and delusional behavior; that she had frequently abused PCP; that she had been returned to the hospital at least five times since March 1985 due to deterioration in her condition; that she began in the new dual diagnosis program in August 1985 and her motivation to avoid illicit drugs had already increased; but her condition remained unstable and inpatient hospitalization was necessary. Neither orally, nor in writing, did the trial court explicitly address or reject alternatives less restrictive than indefinite inpatient commitment.
II
In In re James, supra note 1, this court found that in considering a hospital petition for revocation, the trial court has the obligation to satisfy itself that no alternative less restrictive than inpatient treatment would be appropriate. Specifically, the court held that “the trial court’s decision to revoke an outpatient commitment pursuant to D.C. Code § 21-545(b) must abide by the least restrictive treatment principle, and be supported by an explicit finding that the proposed treatment is the least restrictive alternative.” 507 A.2d at 158 (emphasis added).
It is argued that the James decision imposes a new duty on trial courts and, accordingly, under the “clear break” doctrine {see United States v. Johnson, 457 U.S. 537, 549-56, 102 S.Ct. 2579, 2587, 73 L.Ed.2d 202 (1982)) should not be applied retroactively. However, the Supreme Court has since rejected the “clear break” analysis for cases pending on direct review. Griffith v. Kentucky, 479 U.S. 314, 107 S.Ct. 708, 93 L.Ed.2d 649 (1987). In Griffth, the Court held that a new rule for the conduct of criminal prosecutions applies retroactively to all cases pending on direct review or not yet final, with no exception for cases in which the new rule constitutes a “clear break” with the past. The instant case was pending on direct review at the time that James was decided.3 Thus, by analogy, we apply to the instant case the new rule in James that the trial court must make an explicit finding that the proposed treatment is the least restrictive treatment alternative.4 Because the trial court made no explicit finding here, we reverse.
*360Even if the “clear break” analysis was extant and we concluded that the requirement of an explicit finding constituted a “clear break,” however, we would find error in the trial court’s failure to abide by the least restrictive treatment principle developed by this court in earlier cases. See In re Richardson, 481 A.2d 473, 479-80 (D.C. 1984); In re Mills, 467 A.2d 971 (D.C. 1983). In Mills, this court held that committed outpatients have a legitimate expectation, worthy of due process protection, that they may continue to enjoy the freedom outpatient status entails unless the hospital can satisfy the court that inpatient hospitalization is the least restrictive appropriate treatment. Id. at 975; accord In re Richardson, supra, 481 A.2d at 478-79. This expectation derives from the Ervin Act, which has been interpreted to impose a duty on the court at the initial commitment to select the least restrictive alternative which would serve the purposes of commitment. In revoking outpatient commitment, the trial judge in the instant case, made comments indicating his perception that the obligation to consider less restrictive alternatives was the duty of the original committing court, but that it was not necessary for him to undertake a search for a less restrictive treatment at the outpatient revocation stage. This construction, of course, runs counter to the underlying purpose of the Act. See D.C.Code § 21-545 (b); Lake v. Cameron, 124 U.S. App.D.C. 264, 266-67, 364 F.2d 657, 659-60, cert. denied, 382 U.S. 863, 86 S.Ct. 126, 15 L.Ed.2d 100 (1966).
The idea of requiring the least restrictive appropriate treatment is based on the notion that “government should not constrict the freedom of its citizens to any greater degree than the community needs require.” Chambers, Alternatives to Civil Commitment of the Mentally III: Practical Guides and Constitutional Imperatives, 70 Mich.L.Rev. 1107, 1138 (1972). Accordingly, this court has observed that “[t]he statutory scheme in this jurisdiction does not limit the court in a commitment proceeding to a polarized choice between indefinite hospitalization and unconditional release: it makes ‘the entire spectrum of services ... available, including outpatient treatment, foster care, halfway houses, day hospitals, nursing homes, [and others].’ ” In re Mills, supra, 467 A.2d at 974-75 (citing Lake v. Cameron, supra, 124 U.S. App. D.C. at 266-67, 364 F.2d at 659-60) (quoting S.Rep. No. 925, 88th Cong., 2d Sess. 31 (1964)).5
Of course, if the least restrictive treatment principle is to be more than just an abstract idea, there must exist a broad range of mental health services and programs.6 The record before us is devoid of significant information, and appellant has not suggested in this court the absence of less restrictive alternative programs and services in the District of Columbia.7 *361Thus, appellant does not argue here that the trial, court could not fulfill its responsibility to consider less restrictive alternatives because such alternatives do not exist. Indeed, we note that the District of Columbia, in preparing for the transfer of St. Elizabeths Hospital from federal control to the local Department of Human Services, has drawn comprehensive plans aimed at providing a wide spectrum of alternative programs, placement, and services to meet individual patient needs.8 See District op Columbia Department op Human Services (Reorganization Plan No. 3 of 1986): Final Mental Health System Implementation Plan, at II — 10—II—11.9 The implementation of these plans, and the cooperation of counsel and the committing courts will do much in helping us to meet the requirements of the Ervin Act.
Thus, respondent’s counsel can play an important role in determining disposition alternatives. See National Center for State Courts, Guidelines for Involuntary Civil Commitment, supra, at 484 (“The respondent’s counsel has the incentive to explore and to present evidence of less restrictive alternatives, stemming from his or her obligation to protect the client’s liberty interests.”). See also Criminal Practice Institute, Trial Manual at 14.57 (1986) (encouraging counsel to attempt to develop an alternative plan for the client if the respondent disagrees with the hospital’s proposed disposition). Nevertheless, it is the state’s burden to demonstrate the existence and unsuitability of various treatment alternatives, not respondent’s, and it is the trial court’s responsibility to ensure that the state meets this burden. See Lake v. Cameron, supra, 124 U.S.App.D.C. at 268, 364 F.2d at 661 (“Appellant may not be required to carry the burden of showing the availability of alternatives ... appellant plainly does not know and lacks the means to ascertain what alternatives, if any, are available, but the government knows or has the means of knowing and should therefore assist the court in acquiring such information.”). See also Developments in the Law — Civil Commitment of the Mentally III, supra, 87 Harv.L.Rev. at 1250-51 n. 265 (discussing benefits of placement of burden on state) (“treating the consideration of alternatives as part of the government’s case would force the party advocating commitment to examine alternatives prior to instituting proceedings and would perhaps allow the entire procedure to be avoided by the development of a mutually agreeable voluntary treatment plan”).
The role of the trial court in searching for treatment alternatives as well as weighing the merits of such alternatives is no less significant. The wide spectrum of patient needs requires the careful consideration of several factors in determining the least restrictive appropriate treatment. The trial court should undertake an inquiry which explores not only the availability of an alternative, but its worth when measured against the aspects of a given disposition, including (1) time: that is, what is the duration of commitment? (2) program therapy: e.g., will the patient be enrolled in a specific treatment plan? Will he or she be receiving individual psychotherapy? (3) activity or conduct: can we help solve the problem by prohibiting or proscribing specific conduct? and (4) location: should the patient be required to live in a certain setting?10 Certainly, the trial judges are in a better posture to explore other factors best tailoring a specific commitment to a specific alternative.
Ill
Appellant also argues that the evidence of her mental illness and dangerousness *362was insufficient. I agree that the evidence supporting a finding that Ms. Stokes was mentally ill and dangerous due to mental illness was deficient in several respects.
As noted, supra at 358, the trial court’s decision to revoke Ms. Stokes’ outpatient commitment was based solely on the testimony of Dr. Basta, the hospital’s only witness. Most of the testimony presented consisted of vague, conclusory statements. In describing Ms. Stokes’ behavior since the time of her outpatient commitment, Dr. Basta used only the broadest terms such as “violent” and “threatening.” No details to describe Ms. Stokes’ conduct were offered.11 She suggested that there had been several readmissions since the time of the outpatient order, but did not specify their number or their dates. Her account of the August, 1985 admission that precipitated the revocation proceeding was derived solely from Ms. Stokes’ mother and the admitting psychiatrist. Indeed, her testimony employed very general terms. The doctor had no personal knowledge of the behavior which she characterized.
In In re James, supra, note 1, the hospital’s expert witness was unable to furnish details of dangerous conduct in which respondent had allegedly engaged, nor was the doctor always able to specify when such conduct had occurred. Here, Dr. Bas-ta’s accounts of Ms. Stokes’ alleged dangerous behavior took the form of mere conclusory statements of the same sort that this court in James found to be unreliable and inadequate to support revocation. Such vague and conclusory hearsay statements, without factual underpinnings, cannot alone support a finding of mental illness and dangerousness.
This court has long expressed the need for expert witnesses to avoid conclusory statements in testifying as to a person’s mental health. “Too often conclusory labels — both medical and legal — have substituted, albeit unwittingly, for the facts and analysis which underlie them.” Washington v. United States, 129 U.S.App.D.C. 29, 38, 390 F.2d 444, 453 (1967). In Washington, the court was concerned that psychiatric testimony would either confuse the jury or usurp its role in deciding the ultimate issue of guilt. Accordingly, the court required an instruction be given in the presence of the jury cautioning the expert witness to speak in clear and nonconclusory terms and to limit his opinion testimony to matters in the range of medical expertise. See also In re Mendoza, 433 A.2d 1069, 1070 n. 2 (1981); National Center for State Courts, Involuntary Civil Commitment, supra, at 485 n. 8 (“leading questions and conclusory responses by a mental health expert witness should be insufficient to carry the state’s burden of proof if a respondent’s attorney challenges the adequacy of that evidence and presents less restrictive alternatives to the court”).
Predictions about the likely course of a respondent’s mental disorder and his or her future behavior with or without compulsory treatment and care, especially predictions about future dangerous behavior, are extremely difficult to make within acceptable levels of reliability and accuracy. Thus, decisions affecting a respondent’s liberty often hinge on subjective interpretations of ambiguous behavior and responses. A patient has a conditional liberty interest in remaining on outpatient status. Due process mandates that vague, conclusory statements based primarily on hearsay and not personal observation from one witness should not be sufficient to support a total deprivation of liberty. Thus, I reiterate this court’s conclusion in James that the hospital should present the testimony or affidavits of witnesses, such as family members, with direct knowledge of the respondent’s conduct. Id. at 158-59. See also National Center for State Courts, Involuntary Civil Commitment supra, Guideline F9 at 488 (recommending that except in extraordinary circumstances, the court should hear the testimony of at least one person who observed the conduct that led to the filing of the commitment petition, and from at least one psychiatrist or clinical psychologist who personally ex*363amined the respondent after the filing of the petition or after the respondent was taken into custody).
The doctor’s testimony was also deficient because of the lack of a nexus between Ms. Stokes’ dangerous behavior while an outpatient and mental illness. The James court noticed the same deficiency as contributing to its decision to overturn James’ revocation. The doctor here twice noted that Ms. Stokes had been admitted to the hospital exhibiting symptoms of PGP intoxication. She never asserted that Ms. Stokes’ dangerous conduct was caused by a disorder that would constitute a mental illness under the Ervin Act, or whether the behavior was instead the product of PGP use. Drug addiction or intoxication, even though it may produce dangerous behavior, does not constitute a mental illness within the meaning of the Ervin Act. See S.Rep. No. 925, 88th Cong., 2d Sess. 13 (1964); In re Alexander, 125 U.S.App.D.C. 352, 372 F.2d 925 (1967); see also In re Marquardt, 100 Ill.App.3d 741, 56 Ill.Dec. 331, 427 N.E.2d 411 (1981) (drug dependency in itself does not constitute a mental illness requiring commitment). If Ms. Stokes’ alleged misconduct was solely the product of PCP use, it would not provide a basis for revoking her outpatient commitment. To commit a mentally deficient person under the Act, the state must show “that the danger-productive behavior of the individual results from the mental illness.” In re Alexander, supra, 125 U.S.App.D.C. at 354, 372 F.2d at 927.
The hospital failed to present any reason to revoke Ms. Stokes’ outpatient status other than her failure to take her medication while in the community. A revocation of outpatient commitment based solely upon a patient’s failure to comply with the prescribed course of outpatient treatment, without reliable evidence in the record that the patient is likely to be dangerous as a result of her mental illness would violate the Act. D.C.Code §§ 21-545(b), -547.
To commit a mentally deficient person under the Act, it is necessary for the government to prove that the individual suffers from a mental illness and that the danger-productive behavior of the individual results from the mental illness. In re Alexander, supra, 125 U.S.App.D.C. at 354, 372 F.2d at 927. New findings of mental illness and dangerousness must be made at the revocation hearing. Appellant’s failure to take her medication is not a basis in and of itself for revocation of outpatient status. See Friend v. United States, 128 U.S.App.D.C. 323, 325, 388 F.2d 579, 581 (1967) (“the District Judge made no findings as to the appellant’s mental condition and dangerousness, and we think such findings, and the focus they imply, are required. The sole reason for revocation mentioned in the order is the fact that appellant failed to comply with conditions. While that fact is obviously significant, it is not the sole or ultimate consideration.”). See also In re Richardson, supra, 481 A.2d at 479 n. 5; accord In re James, supra, 507 A.2d at 157-58.
Finally, the hospital failed to produce evidence sufficient to establish that indeterminate hospitalization was the least restrictive treatment alternative. The hospital, not Ms. Stokes, had the burden of demonstrating that no alternative less restrictive than indefinite inpatient hospitalization would suffice. Richardson, supra, 481 A.2d at 479 n. 4; accord Lake, supra, 124 U.S.App.D.C. at 268, 364 F.2d at 661. The hospital failed to explain why temporary revocation was not a satisfactory alternative in Ms. Stokes’ case. Moreover, Dr. Basta testified that upon Ms. Stokes’ August 1985 admission, the doctor switched her to a more effective medication, and Ms. Stokes improved rapidly. Also, Dr. Basta acknowledged that Ms. Stokes was now participating in a program specifically tailored to her needs — the dual diagnosis program — and in three weeks time had already developed greater insight into her drug abuse. No such program had been made available to Ms. Stokes prior to initiation of the revocation proceeding. Ms. Stokes testified that she found the program beneficial and would willingly return to the program each day if returned to outpatient status. Despite this evidence of *364improvement, the doctor did not explain why Ms. Stokes could not remain as an outpatient temporarily in lieu of indefinite inpatient status.
If Ms. Stokes were still hospitalized, under the commitment order, we would remand with directions to make further findings. Since it appears that her status has changed, we instead vacate the order. This action does not affect the validity of Ms. Stokes’ original outpatient commitment. See In re James, supra, 507 A.2d at 159.
So ordered.
. Since the time this appeal was noted, Ms. Stokes has been placed in the community at the hospital’s discretion on convalescent leave. That placement does not render this appeal moot. See In re James, 507 A.2d 155, 159 (D.C. 1986).
. While Dr. Basta claimed that a lab test revealed Ms. Stokes had not been ingesting prescribed Lithium tablets on the ward, she acknowledged that some other factor could explain the test results. Ms. Stokes contended that she had not been issued Lithium tablets for a week or two while on the ward because the staff had misplaced a medication sheet. The hospital did not dispute this claim.
. Ms. Stokes’ outpatient commitment was revoked on September 5, 1985 and she filed her notice of appeal on September 13, 1985. The James decision was handed down on April 4, 1986 after Ms. Stokes’ revocation had become final but while her appeal was pending.
. The attempt by the dissent to equate the re-troactivity question in this case to the civil case of Chevron Oil v. Hudson, 404 U.S. 97, 92 S.Ct. 349, 30 L.Ed.2d 296 (1971), rather than to Griffith, supra, reflects the “literal application” strategy, incompatible with the purposes of the Er-vin Act which this court recognized in In re Lomax, 386 A.2d 1185 (D.C. 1978) (en banc). While involuntary commitment is a civil proceeding, it involves a deprivation of liberty which can not be accomplished without due process of law. See O’Connor v. Donaldson, 422 U.S. 563, 580, 95 S.Ct. 2486, 2496, 45 L.Ed.2d 396 (1975) (Burger, C.J., concurring); Jackson v. Indiana, 406 U.S. 715, 92 S.Ct. 1845, 32 L.Ed.2d 435 (1972); In re Ballay, 157 U.S.App.D.C. 59, 482 F.2d 648 (1973).
Moreover, it is somewhat , ironic that the dissent embraces a civil case which applied nonret-roactive application of a new holding to avoid *360an injustice (Chevron) and at the same time rejects a criminal case which applied retroactive application to avoid an even greater injustice {Griffith ).
. See also Lessard v. Schmidt, 349 F.Supp. 1078, 1096 (E.D.Wis.1972), vacated and remanded on other grounds, 414 U.S. 473, 94 S.Ct. 713, 38 L.Ed.2d 661 (1974) (holding that the Constitution compelled the state to establish the unsuitability of numerous alternatives to involuntary full-time hospitalization before commitment could be ordered, including "voluntary or court-ordered out-patient treatment, day treatment in a hospital, night treatment in a hospital, placement in the custody of a friend or relative, placement in a nursing home, referral to a community mental health clinic, and home health aide services”).
. See Developments in the Law — Civil Commitment of the Mentally HI, 87 Harv.L.Rev. 1190, 1250-51 & n. 265 (1974) (“[t]he requirement that less drastic alternatives to hospitalization he employed is of little practical significance if alternatives do not exist’’); National Center for State Courts, Guidelines for Involuntary Civil Commitment, Mental and Physical Disability Law Reporter, Sept./Oct. 1986, at 423 (Guideline A2: "The existence of a continuum of care provided by state hospitals, community mental health services, and related social services is a prerequisite to fair and workable commitment practices.”).
.At the hearing, appellant’s counsel was the only party to attempt to identify some alternative treatment which would be less restrictive than inpatient hospitalization (counsel referred to the alternative of residence in the community with daily visits to the hospital to participate in a treatment program). The government presented no less restrictive alternatives for the treatment of Ms. Stokes’ problems, and the court made no inquiry or attempt to elicit other available programs or services that might help *361Ms. Stokes combat her drug problem without depriving her of her liberty.
. Like the court in Lake, we express no opinion on questions that would arise where alternatives to confinement do not exist. See Lake v. Cameron, supra, 124 U.S.App.D.C. at 268, 364 F.2d at 661.
. See also Weiser, Survival Versus Freedom: Patient Struggles in Dilemma, Washington Post, Sept. 28, 1987, at A8, col. 1.
. See National Center for State Courts, Guidelines for Involuntary Civil Commitment, supra, at 498 for a more detailed explication of these considerations.
. The one incident she did describe in some detail was the "provocative" dancing, which clearly cannot support a finding of dangerousness.