{"id":"W4413373076","doi":"10.1002/wmh3.70039","title":"The Potential Economic and Public Health Impact of MDMA‐Assisted Group Therapy for PTSD in Ukraine","year":2025,"lang":"en","type":"article","venue":"World Medical & Health Policy","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"MDMA; Group psychotherapy; Public health; Group (periodic table); Psychology; Psychiatry; Psychotherapist; Medicine; Chemistry; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002342794,0.000172174,0.0005396705,0.0004408013,0.0002982423,0.00002095225,0.0002492193,0.00008843102,0.00009383232],"category_scores_gemma":[0.0002283547,0.0001148914,0.0001427757,0.00045871,0.0003001934,0.00002588442,0.00006998496,0.000269805,0.000004062191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004074521,"about_ca_system_score_gemma":0.0023931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03926674,"about_ca_topic_score_gemma":0.03139625,"domain_scores_codex":[0.9974951,0.0003281787,0.0008084503,0.0003183422,0.0001540104,0.0008959559],"domain_scores_gemma":[0.9983124,0.0006275869,0.0002578343,0.0003244187,0.00003058823,0.0004471772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003611785,0.0004619528,0.007719789,0.000103189,0.0002516891,0.000001218152,0.001852503,7.929326e-7,0.000002663417,0.1587645,0.1443178,0.6861628],"study_design_scores_gemma":[0.005994908,0.0007413636,0.5588614,0.0001021582,0.000003438239,0.000005318082,0.0006701159,0.0002274934,1.979559e-7,0.003634983,0.4296304,0.0001282578],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1980287,0.03201218,0.0003602967,0.7614003,0.001235849,0.001410215,0.0001058743,0.00004642331,0.005400209],"genre_scores_gemma":[0.9705309,0.007714251,0.00006063966,0.02023688,0.0004921602,0.0001761722,0.00001735798,0.00001791545,0.0007537344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7725022,"threshold_uncertainty_score":0.9862782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05643837700667459,"score_gpt":0.4872959053954909,"score_spread":0.4308575283888164,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}