{"id":"W4317863115","doi":"10.46747/cfp.6901e21","title":"Assessing students and residents","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort","funders":"","keywords":"Process (computing); Computer science; Medical education; Core (optical fiber); Data science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007058239,0.0003369159,0.0004433136,0.001752454,0.001943057,0.002284682,0.0009373709,0.001000861,0.006672416],"category_scores_gemma":[0.0462555,0.0001744984,0.00048269,0.0007500534,0.001150206,0.001602752,0.003592747,0.001674853,0.002091823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003981568,"about_ca_system_score_gemma":0.007227969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02176539,"about_ca_topic_score_gemma":0.06373824,"domain_scores_codex":[0.9909175,0.001835122,0.0004488831,0.0004939256,0.005685901,0.0006186693],"domain_scores_gemma":[0.9739394,0.001984594,0.002101973,0.0007159321,0.01707931,0.00417885],"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":[0.0002189955,0.0006682179,0.3837781,0.0002165054,0.00005955841,0.000290136,0.02783615,0.0002569028,0.001497426,0.00322683,0.09731969,0.4846316],"study_design_scores_gemma":[0.0000542423,0.001391902,0.6690996,0.0007204386,0.00008255739,0.002260104,0.0459976,0.001000591,0.004659766,0.004990682,0.2695739,0.000168581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8169188,0.003360848,0.01028468,0.01968233,0.002201756,0.000958017,0.0008957156,0.00056196,0.1451359],"genre_scores_gemma":[0.945086,0.001868464,0.01103053,0.00460123,0.0004030592,0.000333497,0.0005703109,0.00009106692,0.03601579],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02176539,"threshold_uncertainty_score":0.04327738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06430008053675226,"score_gpt":0.3781074066113477,"score_spread":0.3138073260745955,"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."}}