{"id":"W3023995796","doi":"10.1177/0003065120923040","title":"Beyond Progression: Devising a New Training Model for Candidate Assessment, Advancement, and Advising at Columbia","year":2020,"lang":"en","type":"article","venue":"Journal of the American Psychoanalytic Association","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Mentorship; Psychology; Psychoanalytic theory; Objectivity (philosophy); Medical education; Anxiety; Graduation (instrument); Transparency (behavior); Generalizability theory; Psychotherapist; Medicine; Political science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02248018,0.000605406,0.0004225248,0.003005349,0.007318301,0.008244714,0.003579584,0.002166885,0.007467425],"category_scores_gemma":[0.02154553,0.000593571,0.0005518189,0.001274375,0.006239387,0.007800336,0.008796317,0.005408834,0.002616433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01042834,"about_ca_system_score_gemma":0.04710558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02042153,"about_ca_topic_score_gemma":0.05888873,"domain_scores_codex":[0.9876037,0.005963522,0.0004781442,0.001240718,0.003120902,0.001593053],"domain_scores_gemma":[0.9810308,0.003425288,0.0009340874,0.001542014,0.004666628,0.008401241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003366409,0.002112709,0.03271316,0.0004267751,0.00002458624,0.0005332173,0.04031209,0.01236033,0.003454878,0.3318059,0.05973397,0.5161858],"study_design_scores_gemma":[0.0004545977,0.003752832,0.04313947,0.00272793,0.0000790102,0.001877504,0.04624022,0.1473998,0.004814935,0.3102237,0.4385059,0.0007841706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1832677,0.0008566799,0.4227329,0.1214639,0.001538195,0.005378467,0.0002295192,0.002584482,0.2619482],"genre_scores_gemma":[0.5450691,0.0005478675,0.3947226,0.004301569,0.0002607337,0.002339571,0.0002158637,0.0002224426,0.05232026],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02248018,"threshold_uncertainty_score":0.118888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857288115044092,"score_gpt":0.3969869889788588,"score_spread":0.3584141078284178,"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."}}