{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002823384,0.0002330924,0.0008708688,0.0004259149,0.00004006892,0.000003344885,0.001148706,0.0002596964,0.0008351189],"category_scores_gemma":[0.00009819136,0.0002082183,0.0002753514,0.000303362,0.0008451203,0.00003297747,0.0007382433,0.0006678661,0.00003148722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241839,"about_ca_system_score_gemma":0.0003485723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00058892,"about_ca_topic_score_gemma":0.0003585375,"domain_scores_codex":[0.9963974,0.001161025,0.0005685324,0.0003705468,0.001264842,0.0002376297],"domain_scores_gemma":[0.9975097,0.0003065669,0.001518738,0.0005077765,0.00009071863,0.00006656944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008471324,0.002657655,0.8917296,0.001267067,0.0008047873,0.00003516,0.002336224,0.0001274265,0.00004772572,0.002726894,0.09472656,0.003456165],"study_design_scores_gemma":[0.001994513,0.0007008755,0.9184048,0.002492053,0.0004106295,0.000001142712,0.002776829,0.0002417878,0.000009063519,0.000009762941,0.07267398,0.0002846091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1387658,0.00268622,0.001497198,0.0001619179,0.0003297199,0.003333029,0.0002165653,0.0001473496,0.8528622],"genre_scores_gemma":[0.7234915,0.004737607,0.007415189,0.0001469803,0.0001586706,0.000004290721,0.0004014297,0.0008891193,0.2627552],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.590107,"threshold_uncertainty_score":0.9143966,"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."}}