{"id":"W1975144987","doi":"10.1111/tct.12159","title":"Electronic management of practice assessment data","year":2014,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Licensure; Variety (cybernetics); Competence (human resources); Process (computing); Medical education; Context (archaeology); Knowledge management; Accreditation; Process management; Computer science; Medicine; Psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03352233,0.001213346,0.001550289,0.02128046,0.001377207,0.006256565,0.0033322,0.001526254,0.05127633],"category_scores_gemma":[0.1287383,0.0009796078,0.0008188565,0.02369447,0.0007187428,0.004828468,0.005336975,0.002698315,0.03662783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00427985,"about_ca_system_score_gemma":0.01267985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005286662,"about_ca_topic_score_gemma":0.002836154,"domain_scores_codex":[0.958685,0.01187817,0.01479175,0.003943172,0.009776203,0.0009255803],"domain_scores_gemma":[0.7773913,0.07951422,0.02976879,0.05463527,0.05222386,0.006466618],"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":[0.001361951,0.0005095546,0.03111293,0.003555435,0.0002024857,0.0003470668,0.001923596,0.001496419,0.001389189,0.005962268,0.2878534,0.6642858],"study_design_scores_gemma":[0.0006189898,0.0004171319,0.04549679,0.001979453,0.0001349411,0.0003348257,0.001219916,0.005440673,0.004100524,0.007898256,0.9321695,0.0001890847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0290448,0.00185517,0.06885378,0.007590906,0.001285198,0.0200674,0.7261075,0.02880678,0.1163884],"genre_scores_gemma":[0.1092712,0.002112418,0.1379712,0.002922945,0.0008755628,0.03551492,0.6786389,0.002255898,0.03043691],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05127633,"threshold_uncertainty_score":0.1772851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228039229530447,"score_gpt":0.5406487249580343,"score_spread":0.4178448020049896,"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."}}