{"id":"W2344339079","doi":"10.3138/jvme.1015-177r","title":"Merging Clinical Cases, Client Communication, and Physiology to Enhance Student Engagement, Learning, and Skills","year":2016,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Function (biology); Relevance (law); GRASP; Medical education; Psychology; Disease; Medicine; Computer science; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01112566,0.00007194289,0.0001993591,0.0001020618,0.0003331918,0.00002381688,0.0002308978,0.00008043802,0.0002078183],"category_scores_gemma":[0.01579969,0.0000509169,0.00003059537,0.0001246964,0.0003833365,0.0001702149,0.0001525994,0.0004222529,0.000003676358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069812,"about_ca_system_score_gemma":0.0004837677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005290456,"about_ca_topic_score_gemma":0.00001273511,"domain_scores_codex":[0.9950618,0.003713622,0.0005337509,0.0001413524,0.0003975047,0.0001520403],"domain_scores_gemma":[0.9971551,0.001799168,0.0003969077,0.0001072622,0.0002647889,0.0002767628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009966909,0.0007605479,0.05919779,0.00001678607,0.00005228447,0.00001217871,0.0191988,2.451121e-7,0.005526394,0.005048804,0.003060987,0.9070255],"study_design_scores_gemma":[0.0004255509,0.001539484,0.3907042,0.000474088,0.00002358434,0.0001317377,0.00623826,0.000002011664,0.00006933932,0.0008707505,0.5993762,0.0001448449],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821055,0.0003828203,0.001898252,0.014159,0.0007819978,0.0001026239,2.298175e-7,0.000008880964,0.0005606835],"genre_scores_gemma":[0.9855754,0.00255289,0.01020347,0.0007821048,0.0005105417,0.000006321086,4.380144e-7,0.000006211638,0.0003625582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9068807,"threshold_uncertainty_score":0.9924906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1092838727685247,"score_gpt":0.569874748455895,"score_spread":0.4605908756873703,"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."}}