{"id":"W6922316235","doi":"10.11575/prism/35612","title":"Student Attainment of Proficiency in a Clinical Skill: The Assessment of Individual Learning Curves","year":2014,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Faculty of Veterinary Medicine, University of Calgary","keywords":"Learning curve; Sample (material); Item response theory; Data collection; Educational attainment","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003421155,0.0006316472,0.0005094628,0.004868418,0.0009482499,0.002289197,0.002118339,0.0008089669,0.0296659],"category_scores_gemma":[0.01926674,0.0003975374,0.0003980182,0.004471486,0.0007842275,0.00137759,0.003011907,0.001503304,0.007861961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008567005,"about_ca_system_score_gemma":0.01579946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2039121,"about_ca_topic_score_gemma":0.377356,"domain_scores_codex":[0.9982046,0.0002630244,0.0001523195,0.0001177283,0.001009367,0.0002530185],"domain_scores_gemma":[0.9886551,0.001487378,0.001350259,0.0004427845,0.005367745,0.002696639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008173289,0.0005580818,0.203631,0.0003454579,0.00004244703,0.0002163212,0.0008182164,0.00155389,0.0002771119,0.002651053,0.2518939,0.5371952],"study_design_scores_gemma":[0.00007934321,0.0001621559,0.8752962,0.0004315295,0.00002223667,0.0001747912,0.0007048296,0.0009675048,0.0007683962,0.001375784,0.119977,0.00004010654],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2329082,0.004685445,0.005795501,0.006040969,0.0004250027,0.001299153,0.06153127,0.001756511,0.685558],"genre_scores_gemma":[0.4665723,0.006007412,0.02070968,0.0007476053,0.0001603402,0.001358621,0.04239288,0.001190664,0.4608604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2039121,"threshold_uncertainty_score":0.4054504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974271919913806,"score_gpt":0.3206164116594071,"score_spread":0.3008736924602691,"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."}}