{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005321145,0.0001291652,0.0003738837,0.00004969366,0.0002514049,0.0000893309,0.0002528588,0.00004819209,0.00004652501],"category_scores_gemma":[0.0000679457,0.0001127735,0.0001946774,0.0003976716,0.00005170466,0.0001194933,0.00002631046,0.0002244061,0.000001050837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003596376,"about_ca_system_score_gemma":0.0001306424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000328964,"about_ca_topic_score_gemma":0.00004730333,"domain_scores_codex":[0.9985705,0.00009060383,0.0005385796,0.000228891,0.0003086894,0.0002627046],"domain_scores_gemma":[0.9968265,0.0001523545,0.002533901,0.0001888589,0.0001262754,0.0001721595],"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":[0.0008483609,0.0002713996,0.103272,0.00003119357,0.001571602,0.000002722465,0.01243792,0.0006317553,0.008383877,0.001566699,0.3670601,0.5039224],"study_design_scores_gemma":[0.01838422,0.004256339,0.2132777,0.0008347596,0.002962946,0.0002004247,0.007912179,0.2758105,0.0002453355,0.05601656,0.4179959,0.002103162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2974925,0.0005103569,0.6192065,0.07560657,0.000537964,0.001228822,0.00006501931,0.00007553813,0.00527663],"genre_scores_gemma":[0.9392183,0.00017828,0.04921241,0.005634402,0.0005604387,0.00003534144,0.000004226156,0.00004861606,0.005108024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6417257,"threshold_uncertainty_score":0.4598771,"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."}}