{"id":"W4401920727","doi":"10.1192/j.eurpsy.2024.1252","title":"Improving Access to Psilocybin-Assisted Therapy: Barriers, Challenges, and Recommendations","year":2024,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Psilocybin; Psychotherapist; Psychology; Hallucinogen; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005182032,0.0002378294,0.0001818327,0.0002089716,0.0002390962,0.0002345003,0.000335753,0.00004742785,0.0005078022],"category_scores_gemma":[0.00002507105,0.0002117641,0.00007841437,0.0002571555,0.00004518661,0.0001406432,0.0001994667,0.0002503262,0.000647276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001897712,"about_ca_system_score_gemma":0.00003953864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003123763,"about_ca_topic_score_gemma":0.00008997618,"domain_scores_codex":[0.9983234,0.000244879,0.0003024541,0.0006743321,0.0001102966,0.0003446601],"domain_scores_gemma":[0.9991463,0.0000662929,0.00005209446,0.0004663912,0.00003393592,0.000234977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005229948,0.00008174912,0.0008876059,0.00005114999,0.0002649444,0.0000224489,0.00891565,2.357326e-7,0.00009349202,0.03393997,0.2991328,0.6565577],"study_design_scores_gemma":[0.0006768301,0.000203329,0.1008232,0.0002340337,0.0000355994,0.00004105617,0.005230042,0.00001339143,0.000002918271,0.001278843,0.8910093,0.0004514452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0627099,0.2397943,0.0004550207,0.1023703,0.01778319,0.0005470591,0.00007499707,0.0007443945,0.5755209],"genre_scores_gemma":[0.9823854,0.003796699,0.001611996,0.006224378,0.001791729,0.00006926835,0.00001945835,0.0001728301,0.003928262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9196755,"threshold_uncertainty_score":0.8635489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06572390587771024,"score_gpt":0.3547097806859309,"score_spread":0.2889858748082207,"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."}}