{"id":"W2124577887","doi":"10.3138/jvme.0512-035r","title":"A New Model for Companion-Animal Primary Health Care Education","year":2012,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Referral; Specialty; Nursing; Health care; Medical education; Teamwork; Companion animal; Family medicine; Veterinary medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001604232,0.0001757,0.0004235497,0.000221615,0.0005945874,0.0000127428,0.0002442501,0.0001717481,0.0004213536],"category_scores_gemma":[0.001086357,0.0001516871,0.0001401256,0.000166034,0.00003610567,0.0008967281,0.00007832254,0.0006356006,0.0000517373],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009130385,"about_ca_system_score_gemma":0.02989303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007359074,"about_ca_topic_score_gemma":0.000004426249,"domain_scores_codex":[0.9972798,0.0003934261,0.001112653,0.0001507422,0.0005701787,0.0004932519],"domain_scores_gemma":[0.9964828,0.0004321922,0.001168045,0.0002096293,0.0007382212,0.0009690699],"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":[0.0007701728,0.001296723,0.005023668,0.001024601,0.00006122534,5.021097e-7,0.05230582,0.000003001453,0.0002040606,0.0009208547,0.7980657,0.1403237],"study_design_scores_gemma":[0.001274548,0.001821604,0.03760337,0.0008575389,0.00009365455,0.0004737043,0.04869612,0.0001383122,0.000002242552,0.0002382156,0.9085633,0.0002373642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8245611,0.02600225,0.02490495,0.09391385,0.02422831,0.001600747,0.00001462396,0.00006319329,0.004711032],"genre_scores_gemma":[0.9147696,0.0009294649,0.04923992,0.02254147,0.009949257,0.0001781272,0.00008191945,0.00004404488,0.002266166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1400863,"threshold_uncertainty_score":0.9756066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4136147357983908,"score_gpt":0.5836063198675837,"score_spread":0.1699915840691929,"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."}}