{"id":"W1996404745","doi":"10.3138/jvme.0414-046r","title":"Creation of a Metric for Faculty Effort in Teaching in the Veterinary Curriculum","year":2014,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Metric (unit); Medical education; Teaching method; Faculty development; Veterinary medicine; Mathematics education; Medicine; Psychology; Pedagogy; Professional development; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.006809725,0.0001219894,0.000360916,0.0005087511,0.0002057634,0.000008164891,0.0003135158,0.0001445628,0.00008094705],"category_scores_gemma":[0.007341797,0.00008250023,0.00009861096,0.0004062339,0.00005162153,0.0003932019,0.00005398436,0.000815126,0.000005138287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001783565,"about_ca_system_score_gemma":0.0008167704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000171914,"about_ca_topic_score_gemma":0.00002074165,"domain_scores_codex":[0.996793,0.001130854,0.001182228,0.0001341381,0.0005098138,0.0002499123],"domain_scores_gemma":[0.9969765,0.001613039,0.0009116255,0.000176796,0.0002204495,0.0001015966],"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":[0.002722634,0.0102749,0.3934937,0.003276431,0.0001505691,0.00005272894,0.1110356,0.00004891109,0.001642468,0.003934302,0.05798599,0.4153818],"study_design_scores_gemma":[0.002516099,0.005358175,0.5825451,0.00174564,0.00006699463,0.0004708092,0.05643033,0.000541829,0.000003317916,0.000853952,0.3492832,0.0001845875],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884315,0.0002772211,0.0006023701,0.00696128,0.001662451,0.000444285,0.000001990721,0.00000489481,0.00161407],"genre_scores_gemma":[0.9958332,0.0001623117,0.001998411,0.001008722,0.0007328102,0.0001592806,0.00001785164,0.00001109089,0.00007628481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4151972,"threshold_uncertainty_score":0.8789348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3268000274782375,"score_gpt":0.5788216855208717,"score_spread":0.2520216580426342,"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."}}