{"id":"W1979049380","doi":"10.3138/jvme.28.3.136","title":"Impact of a Computer-Based Auto-Tutorial Program on Parasitology Test Scores of Four Consecutive Classes of Veterinary Medical Students","year":2001,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Veterinary parasitology; Parasitology; Veterinary medicine; Test (biology); Presentation (obstetrics); Medical education; Medicine; Pathology; Biology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00227399,0.0002696009,0.0009939363,0.0004556453,0.0001782917,0.000009208459,0.0006855782,0.0004050966,0.0009596126],"category_scores_gemma":[0.006505487,0.000206304,0.0003122427,0.0004080418,0.0005209047,0.0002438161,0.0001889174,0.0009774158,0.00001174516],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605645,"about_ca_system_score_gemma":0.009060409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002050392,"about_ca_topic_score_gemma":0.00000629653,"domain_scores_codex":[0.9940174,0.001351978,0.002074018,0.0002453259,0.001905004,0.0004062793],"domain_scores_gemma":[0.9910063,0.004319755,0.002615036,0.0003225662,0.001232845,0.0005035454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01295767,0.02890485,0.8675169,0.00125123,0.0008223061,0.0005504676,0.004912016,0.00001688525,0.002867355,0.00005475586,0.02202206,0.05812351],"study_design_scores_gemma":[0.003898388,0.05507562,0.9225093,0.003357707,0.0001548525,0.001723787,0.002217163,0.0002105849,0.00002495808,0.0000528068,0.01058079,0.0001940898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907657,0.0002057364,0.0001404545,0.002622053,0.005460988,0.0005515619,0.00001491994,0.00002009507,0.0002184795],"genre_scores_gemma":[0.9958453,0.0005025844,0.001423603,0.0003887081,0.001699887,0.00006922148,0.00001504266,0.00002345442,0.00003220425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05792942,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3261363754885106,"score_gpt":0.6042811322102404,"score_spread":0.2781447567217298,"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."}}