{"id":"W3028323188","doi":"10.1002/capr.12320","title":"Developing the competent psychiatric psychotherapist: A single‐site, retrospective study","year":2020,"lang":"en","type":"article","venue":"Counselling and Psychotherapy Research","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Residency training; Psychology; Psychotherapist; Core competency; Perception; Psychiatry; Medical education; Medicine; Continuing education","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002100372,0.0003900892,0.0004099897,0.0002486003,0.001111656,0.000329127,0.0008920967,0.0001864136,0.00087923],"category_scores_gemma":[0.000003759926,0.0002917022,0.0001353645,0.0021998,0.0004131933,0.00007969714,0.000005820747,0.001151406,0.0002511103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005022498,"about_ca_system_score_gemma":0.00004861641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009529691,"about_ca_topic_score_gemma":0.00007392326,"domain_scores_codex":[0.9956523,0.0008042464,0.0005875336,0.001243449,0.0008626012,0.0008498959],"domain_scores_gemma":[0.9978536,0.000324594,0.0001657251,0.001032574,0.0003506467,0.0002728925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005446399,0.006312582,0.03477613,0.0001096217,0.001762354,0.00005111234,0.3693854,0.00001160038,0.01223578,0.2525636,0.1472569,0.1700885],"study_design_scores_gemma":[0.00416432,0.004193614,0.01216559,0.00006257952,0.00003397718,0.00004345212,0.005118691,0.0002018362,0.00009705923,0.1036634,0.8693709,0.0008845743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.637855,0.03222415,0.2452857,0.05661238,0.00114511,0.006927699,0.00006557552,0.0009957488,0.01888864],"genre_scores_gemma":[0.9449409,0.03885155,0.002460073,0.00853737,0.001547206,0.001460726,0.00001136373,0.0002374045,0.001953466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.722114,"threshold_uncertainty_score":0.9999535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1913947334487088,"score_gpt":0.4401685696349777,"score_spread":0.2487738361862689,"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."}}