{"id":"W4387047335","doi":"10.1007/s11469-023-01148-1","title":"Decision-Making around Psychedelics for Depression and Anxiety: a Model Based on Online Discussions","year":2023,"lang":"en","type":"article","venue":"International Journal of Mental Health and Addiction","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Centre for Addiction and Mental Health; Princess Margaret Cancer Centre; University of Toronto; University Health Network; Public Health Ontario","funders":"Institute of Population and Public Health","keywords":"Health psychology; Anxiety; Depression (economics); Psychology; Public health; Clinical psychology; Psychotherapist; Psychiatry; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003471402,0.00009642168,0.0001434114,0.0002603764,0.000217556,0.0000301576,0.00008432303,0.00004914062,0.00001000157],"category_scores_gemma":[0.00005730641,0.00007065892,0.00006490132,0.00008015929,0.00002686955,0.00008377722,0.00003175717,0.0001281803,0.000001813823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000710421,"about_ca_system_score_gemma":0.0000496172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006603486,"about_ca_topic_score_gemma":0.0000178222,"domain_scores_codex":[0.9989779,0.00002783324,0.0003788881,0.0001646814,0.0002980212,0.0001526854],"domain_scores_gemma":[0.9992581,0.00017408,0.000257852,0.000061198,0.0001081119,0.0001406525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002876138,0.0003938837,0.006284177,0.00001242743,0.0001063231,0.000004373223,0.001331369,0.001701824,0.00006296405,0.000644606,0.0401027,0.9464792],"study_design_scores_gemma":[0.009969087,0.001690432,0.05674837,0.002528203,0.00003971649,0.0002295211,0.006988924,0.8684472,0.000009483352,0.0121789,0.04084997,0.0003201281],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9210963,0.001938395,0.04894812,0.02137098,0.005082493,0.0003669662,0.0006354686,0.00004018881,0.000521035],"genre_scores_gemma":[0.9935723,0.001463709,0.002449934,0.001994249,0.0003651891,0.00001196912,0.00005947122,0.00001245656,0.00007072179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9461591,"threshold_uncertainty_score":0.2881387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150202047375436,"score_gpt":0.4375122083028217,"score_spread":0.3960101878290673,"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."}}