{"id":"W2085516358","doi":"10.3138/jvme.34.5.689","title":"Veterinary e-CPD: A New Model for Providing Online Continuing Professional Development for the Veterinary Profession","year":2007,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Continuing professional development; Sophistication; Popularity; Medical education; Lifelong learning; Professional development; Scope (computer science); The Internet; Medicine; Continuing education; Veterinary medicine; Psychology; Pedagogy; Computer science; Sociology; World Wide Web","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006192516,0.000338962,0.0005476736,0.0002964789,0.001526346,0.00002693954,0.0005951705,0.0003610647,0.0001618944],"category_scores_gemma":[0.00436797,0.0002295403,0.0002304912,0.0002360534,0.0001009039,0.000696318,0.0002898824,0.001114303,0.0000114718],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004874398,"about_ca_system_score_gemma":0.008436812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001196163,"about_ca_topic_score_gemma":0.00001002637,"domain_scores_codex":[0.9955972,0.0003505451,0.002043136,0.0003500294,0.0008771376,0.0007819707],"domain_scores_gemma":[0.9923336,0.003953054,0.001728017,0.0003179498,0.00108762,0.0005797732],"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":[0.01778667,0.003455817,0.001295793,0.002465072,0.0003793921,0.00005003229,0.07465032,0.00003191933,0.01421718,0.0003110991,0.1786626,0.7066941],"study_design_scores_gemma":[0.004043347,0.004536053,0.0117302,0.004531045,0.0001863203,0.0008225015,0.0518279,0.003752376,0.00006539083,0.0004279575,0.9176136,0.0004633711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8885201,0.001416776,0.07423739,0.01836597,0.01498999,0.002335912,0.00001038835,0.0000456267,0.00007779439],"genre_scores_gemma":[0.9139009,0.000350036,0.06305204,0.004198196,0.006182859,0.0007068607,0.00007238832,0.00008908704,0.01144767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.738951,"threshold_uncertainty_score":0.9997735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.498153025470688,"score_gpt":0.5859011246367917,"score_spread":0.08774809916610371,"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."}}