{"id":"W4205555140","doi":"10.1177/07067437211040958","title":"Psychotherapy in Psychiatry","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Psychotherapist; Psychology; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006082483,0.0001725978,0.0002466213,0.0003012818,0.0002163392,0.00007590582,0.000668963,0.0001683665,0.003690514],"category_scores_gemma":[0.000006017682,0.0001354298,0.0002204582,0.0008010232,0.0001358628,0.00007001888,0.000002835609,0.0006693531,0.00008075876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007601315,"about_ca_system_score_gemma":0.004105171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004313298,"about_ca_topic_score_gemma":0.5956021,"domain_scores_codex":[0.9983633,0.0001869721,0.0006293317,0.0002158978,0.0001675941,0.0004369587],"domain_scores_gemma":[0.9984863,0.00003850735,0.0003020452,0.0007009681,0.0001387061,0.0003334322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004287407,0.0001620993,0.08950404,0.000004684242,0.00009779033,0.00003356353,0.0009645391,0.000006153216,0.0000385858,0.7069314,0.1972204,0.004993865],"study_design_scores_gemma":[0.00131668,0.0001313073,0.1251649,0.0001101074,0.00002607055,0.0009298814,0.001032628,0.000002456788,0.00002023434,0.6253288,0.2456965,0.0002403274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2212054,0.06077995,0.003775893,0.5418134,0.03224722,0.0006750788,0.0000706754,0.00006759118,0.1393649],"genre_scores_gemma":[0.862506,0.001245229,0.08001172,0.04247468,0.005279634,0.0001119747,0.00001210586,0.0002342474,0.008124463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6413006,"threshold_uncertainty_score":0.9972202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848537592262061,"score_gpt":0.3146113952243583,"score_spread":0.2961260193017377,"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."}}