{"id":"W2119649557","doi":"10.3138/jvme.29.3.186","title":"Adapting a Case-Based, Cooperative Learning Strategy to a Veterinary Parasitology Laboratory","year":2002,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford; University of Miami; Louisiana Board of Regents; Ohio State University; Ohio Board of Regents; Eli Lilly and Company","keywords":"Grading (engineering); Medical education; Presentation (obstetrics); Class (philosophy); Teaching method; Problem-based learning; Group work; Cooperative learning; Mathematics education; Psychology; Medicine; Computer science; Biology; Radiology","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":[0.00174528,0.0002180368,0.0004464456,0.0003319742,0.0008848306,0.00002339287,0.0002239028,0.0002380702,0.003840127],"category_scores_gemma":[0.004387868,0.0001910842,0.00008553934,0.0004630975,0.00009428019,0.0004732948,0.0000938258,0.001506774,0.0003388787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002780715,"about_ca_system_score_gemma":0.002265667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000538154,"about_ca_topic_score_gemma":0.000009044328,"domain_scores_codex":[0.9958463,0.001990566,0.0009657292,0.0002457352,0.0005012418,0.0004504683],"domain_scores_gemma":[0.9962015,0.001242633,0.0007760818,0.0002010553,0.0009641254,0.0006145855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004727154,0.006588229,0.03600867,0.001651482,0.0006848159,0.02777182,0.08693001,0.001093951,0.01095766,0.0004003806,0.4923712,0.3308146],"study_design_scores_gemma":[0.001802488,0.01889322,0.005601794,0.001312458,0.0001085091,0.02521929,0.07536722,0.001428986,0.00001313641,0.00001555243,0.8697941,0.0004432717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790785,0.001146781,0.0005599586,0.01406678,0.003033759,0.0002937443,0.000003079594,0.00003645409,0.001780925],"genre_scores_gemma":[0.9902135,0.0002260363,0.002251263,0.00477405,0.001598032,0.000110811,0.000003832081,0.0000299686,0.0007924642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3774229,"threshold_uncertainty_score":0.9970705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4359701837892911,"score_gpt":0.5600444940970213,"score_spread":0.1240743103077302,"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."}}