{"id":"W4384826415","doi":"10.26685/urncst.489","title":"Psilocybin Therapy for Major Depressive Disorder: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of British Columbia; York University; University of Ottawa","keywords":"Psilocybin; Psychology; Peer review; Medical education; Library science; Medicine; Psychotherapist; Political science; Psychiatry; Hallucinogen; Computer science","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.01769405,0.0004936001,0.003085148,0.001857806,0.001396455,0.0002662645,0.001605319,0.0007109636,0.00001038065],"category_scores_gemma":[0.006065715,0.0002813121,0.0004127115,0.004941231,0.003778713,0.0001710211,0.0007084819,0.004244504,0.00007897302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669947,"about_ca_system_score_gemma":0.0006851171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003649057,"about_ca_topic_score_gemma":0.00008982043,"domain_scores_codex":[0.9930725,0.001049793,0.002137487,0.001239388,0.001018042,0.00148276],"domain_scores_gemma":[0.9930394,0.004280215,0.0008000688,0.0006183885,0.0009132661,0.0003486453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004093198,0.0002832935,0.0001573033,0.1191598,0.0006790297,0.0001856471,0.00002657292,8.434245e-9,3.151077e-7,0.01589954,0.006864747,0.8567028],"study_design_scores_gemma":[0.003525887,0.001683028,0.00006964434,0.4656201,0.0008606808,0.001970315,0.0008065035,0.00004358001,2.154148e-7,0.2048267,0.3195486,0.001044805],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001179259,0.9744175,0.000006947834,0.02090697,0.0008009695,0.00342187,0.00001730824,0.00006250642,0.0002480128],"genre_scores_gemma":[0.0005925692,0.9971598,0.00005742849,0.0001719624,0.0001714313,0.000813076,0.000004340389,0.00003931883,0.0009900732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.855658,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2102926823608293,"score_gpt":0.5494777657723068,"score_spread":0.3391850834114775,"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."}}