{"id":"W4387540929","doi":"10.1001/jamapsychiatry.2023.3867","title":"Use of Lysergic Acid Diethylamide by Major Depression Status","year":2023,"lang":"en","type":"article","venue":"JAMA Psychiatry","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Depression (economics); Medicine; Logistic regression; Demography; Lysergic acid diethylamide; Psychiatry; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005601048,0.0001296171,0.0001585381,0.0005029222,0.0001630209,0.0002756182,0.0002355664,0.0001496949,0.001998013],"category_scores_gemma":[0.00165714,0.0001439828,0.0003600574,0.0007678194,0.0001378973,0.0003253071,0.0003114933,0.0002809595,0.0002640928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639334,"about_ca_system_score_gemma":0.0002402334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008504087,"about_ca_topic_score_gemma":0.01715697,"domain_scores_codex":[0.9995151,0.0001413192,0.0001009673,0.00009747237,0.00008599331,0.00005920608],"domain_scores_gemma":[0.9988346,0.0001234142,0.0007854245,0.00004215912,0.0001028393,0.0001116437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006832571,0.0000118471,0.9979215,0.00002234813,0.0000512706,0.0000162588,0.00003251659,0.00002410041,0.0001024207,0.00001405507,0.0003649367,0.001370435],"study_design_scores_gemma":[0.000006507139,0.00005113553,0.9993319,0.00001465232,0.000019588,0.00008071092,0.00006424196,0.0001399018,0.00005394513,0.00001276524,0.0002229078,0.000001736524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921851,0.0006322115,0.0001817243,0.000147637,0.00001094876,0.00005216558,0.005790049,0.00000960843,0.0009905299],"genre_scores_gemma":[0.9972811,0.000266763,0.000154086,0.00004453473,0.000008507248,0.00003721183,0.001867998,0.000001573461,0.0003381366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008504087,"threshold_uncertainty_score":0.01690918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03450001651925028,"score_gpt":0.3231880788074972,"score_spread":0.2886880622882469,"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."}}