{"id":"W4206900896","doi":"10.21203/rs.3.rs-1241397/v1","title":"Expert Opinion on Psychedelic-Assisted Psychotherapy for People with Psychotic Symptoms","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Usona Institute","keywords":"Psychotherapist; Psychology; Clinical psychology; Alliance; Psychiatry; Psilocybin; Quality of life (healthcare); Expert opinion; Medicine; Hallucinogen","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002288285,0.0008542879,0.001089371,0.001133824,0.001144731,0.0003300032,0.001577384,0.0006314067,0.003881711],"category_scores_gemma":[0.00006887913,0.0007270676,0.0005550968,0.001148806,0.0002753598,0.00006819369,0.0003201092,0.002606433,0.0002477494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000433896,"about_ca_system_score_gemma":0.000352374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005977129,"about_ca_topic_score_gemma":0.0003080307,"domain_scores_codex":[0.9917558,0.001060754,0.0007635484,0.002545946,0.002066142,0.001807777],"domain_scores_gemma":[0.9942829,0.00117319,0.000324298,0.003021094,0.0008115126,0.000387018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01266885,0.007461477,0.006844059,0.001203096,0.003199527,0.00004241018,0.02978383,0.0003408011,0.0001313417,0.05476018,0.8056258,0.07793865],"study_design_scores_gemma":[0.008895421,0.007735336,0.07426069,0.001463214,0.00002704555,0.0000313297,0.01246199,0.0002546418,0.00001896799,0.01667655,0.8762417,0.001933137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3485188,0.09333833,0.01390472,0.079939,0.0466743,0.04154004,0.003836628,0.002467605,0.3697805],"genre_scores_gemma":[0.8753053,0.02133824,0.002912285,0.003124202,0.00601735,0.07202331,0.002481776,0.001274644,0.01552292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5267864,"threshold_uncertainty_score":0.9996946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1589839475588589,"score_gpt":0.5064264797243753,"score_spread":0.3474425321655163,"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."}}