{"id":"W2072547135","doi":"10.3138/jvme.35.1.051","title":"The Future of Specialty Practice","year":2008,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Metropolitan area; Private practice; Certification; Board certification; Medical education; Clinical Practice; Medicine; Family medicine; Political science; Continuing education; Pathology; Continuing medical education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00525912,0.0002387929,0.0002641515,0.001376327,0.003140546,0.005791312,0.001025917,0.005393774,0.02498937],"category_scores_gemma":[0.01127296,0.0001836038,0.0003384528,0.001058496,0.006375011,0.005735433,0.003022209,0.005061081,0.002879406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006536695,"about_ca_system_score_gemma":0.02081784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00899901,"about_ca_topic_score_gemma":0.01564736,"domain_scores_codex":[0.9966558,0.001200606,0.0000984293,0.0002895408,0.0007631817,0.0009923975],"domain_scores_gemma":[0.9764521,0.004411494,0.001188714,0.0004546946,0.003226646,0.01426631],"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":[0.0001161458,0.0002540707,0.01017981,0.0007754337,0.00001294079,0.0006367048,0.00592415,0.0003288233,0.0004034804,0.2250801,0.3048696,0.4514188],"study_design_scores_gemma":[0.00004740132,0.0002193076,0.01519796,0.002680743,0.000008720862,0.001634648,0.01108004,0.000501807,0.00009872315,0.1240274,0.8444627,0.00004066424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01459512,0.07428367,0.001448215,0.8013534,0.006426692,0.00002415286,0.0001245077,0.00006662893,0.1016777],"genre_scores_gemma":[0.6706796,0.1504626,0.005996521,0.1172206,0.02058654,0.0001650294,0.0002580971,0.00005507759,0.03457594],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02498937,"threshold_uncertainty_score":0.08359778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3220953327192467,"score_gpt":0.5569789364609635,"score_spread":0.2348836037417168,"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."}}