{"id":"W2013252725","doi":"10.3138/jvme.31.4.384","title":"The Opportunities Map at Cornell University: Finding Direction in Dairy Production Medicine","year":2004,"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":"U.S. Department of Agriculture","keywords":"Curriculum; Medical education; Multitude; Face (sociological concept); Production (economics); Set (abstract data type); Psychology; Medicine; Sociology; Pedagogy; Political science; Computer science; Social science","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":[0.002483068,0.0001059072,0.000206457,0.0002311667,0.0009008563,0.000005704348,0.0001780574,0.0001150499,0.0003165953],"category_scores_gemma":[0.002212694,0.00007479556,0.00004377877,0.0002403469,0.0001882018,0.0004670718,0.00008212802,0.0006473141,0.00003916928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104368,"about_ca_system_score_gemma":0.001963714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001473948,"about_ca_topic_score_gemma":0.0001001393,"domain_scores_codex":[0.9980258,0.0005657757,0.0006367299,0.0001357454,0.000405079,0.0002309197],"domain_scores_gemma":[0.9981017,0.0005313577,0.0006966978,0.0001594087,0.0003241929,0.0001867097],"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":[0.009361732,0.003343613,0.0744933,0.001622707,0.0004209301,0.0009824515,0.143309,0.0002140977,0.004254207,0.005202698,0.5313694,0.2254259],"study_design_scores_gemma":[0.001262212,0.001051939,0.08964577,0.001612747,0.00005263374,0.00103564,0.130062,0.000008093192,0.000005994388,0.0009209458,0.7742193,0.0001227871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972566,0.001022939,0.00004156074,0.08881307,0.01100401,0.0001827102,4.113067e-7,0.00001434433,0.00166437],"genre_scores_gemma":[0.9832845,0.006789305,0.00009332049,0.0008519389,0.00201409,0.00001010989,0.000006269896,0.00001159176,0.006938866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428498,"threshold_uncertainty_score":0.692875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5339455524498636,"score_gpt":0.5021182247258629,"score_spread":0.03182732772400076,"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."}}