{"id":"W2081169794","doi":"10.3138/jvme.35.1.058","title":"Making the Academy More Attractive to New Teacher-Scholars","year":2008,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); White (mutation); Faculty development; Sociology; Academic medicine; Medical education; Higher education; Public relations; Political science; Pedagogy; Engineering ethics; Professional development; Medicine; Engineering; Law","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":[0.001698426,0.000146557,0.000271852,0.0001663611,0.001109598,0.00001196109,0.000431482,0.0001933583,0.001616949],"category_scores_gemma":[0.004738264,0.000097023,0.0001001376,0.0003177786,0.000093613,0.0006642244,0.0001397402,0.001995451,0.0002595338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000274923,"about_ca_system_score_gemma":0.004532194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005632178,"about_ca_topic_score_gemma":0.000001402465,"domain_scores_codex":[0.9972829,0.0006481901,0.0008023017,0.000158169,0.0007879812,0.0003204502],"domain_scores_gemma":[0.9976063,0.0007213567,0.0007064642,0.0001834518,0.0002990732,0.0004833975],"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":[0.0008457242,0.0006537961,0.0147469,0.00006968451,0.0001333595,0.00008031063,0.08549009,0.000004979787,0.0005179479,0.0001025676,0.8336905,0.06366417],"study_design_scores_gemma":[0.0003611643,0.0005101645,0.2099625,0.0004155593,0.00003923538,0.002455965,0.02761813,0.000003212339,0.000002917983,0.0001050572,0.7584242,0.000101908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8437188,0.0008895164,0.000349552,0.1496705,0.003083641,0.0002554661,5.93823e-7,0.0000151111,0.002016826],"genre_scores_gemma":[0.9600208,0.0006901132,0.002541349,0.02641214,0.005107231,0.00004694652,0.000001443932,0.00002356131,0.005156411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1952156,"threshold_uncertainty_score":0.9992957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6394380904987669,"score_gpt":0.6139573690433593,"score_spread":0.02548072145540758,"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."}}