{"id":"W2020915940","doi":"10.3138/jvme.36.3.271","title":"Validity, Reliability, and Defensibility of Assessments in Veterinary Education","year":2009,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Calgary","funders":"","keywords":"Reliability (semiconductor); Curriculum; Medical education; Veterinary education; Consistency (knowledge bases); Validity; Psychology; Veterinary medicine; Medicine; Psychometrics; Computer science; Pedagogy; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.1845686,0.0005975734,0.001094415,0.006366755,0.001818915,0.003507143,0.001411558,0.001463026,0.000682837],"category_scores_gemma":[0.4005727,0.0005721344,0.001274138,0.003637545,0.007946248,0.004954985,0.005231194,0.002991924,0.0003438398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00301017,"about_ca_system_score_gemma":0.004181202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002826228,"about_ca_topic_score_gemma":0.003586042,"domain_scores_codex":[0.7670151,0.1304533,0.02175841,0.006360112,0.0723474,0.002065645],"domain_scores_gemma":[0.6042545,0.2848169,0.02941293,0.02156066,0.05785572,0.002099327],"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":[0.0005321378,0.0004464848,0.3747769,0.0034504,0.0008941921,0.0002530395,0.01979334,0.003437452,0.00254518,0.03597105,0.003377775,0.5545221],"study_design_scores_gemma":[0.0001408693,0.002448284,0.8164982,0.01046,0.0005308043,0.00195221,0.009907027,0.01878362,0.006657691,0.09437154,0.03781218,0.0004375689],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6005092,0.03124544,0.2615278,0.009956102,0.001681063,0.003314219,0.0006134495,0.0004721753,0.09068057],"genre_scores_gemma":[0.930061,0.003121733,0.063364,0.0005867815,0.0004061057,0.001224617,0.000232909,0.0000755961,0.0009272631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1845686,"threshold_uncertainty_score":0.9761038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08336786426017873,"score_gpt":0.4643505448183203,"score_spread":0.3809826805581416,"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."}}