{"id":"W2016318568","doi":"10.3138/jvme.35.1.129","title":"Continuing Veterinary Medical Education Needs and Delivery Preferences of Alberta Veterinarians","year":2008,"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":"University of Calgary","funders":"","keywords":"Multivariate analysis of variance; Attendance; Medicine; Workload; Focus group; Medical education; Veterinary medicine; Continuing medical education; Preference; Multivariate analysis; Specialty; Family medicine; Animal welfare; Continuing education; Marketing; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001484522,0.0001179896,0.0001193108,0.0009979355,0.0005539646,0.0005921352,0.0003115171,0.0003290561,0.003013323],"category_scores_gemma":[0.007664304,0.0001783665,0.0001252595,0.0007835575,0.0002142921,0.0002335214,0.0003577854,0.000316695,0.0002091507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002152939,"about_ca_system_score_gemma":0.002721741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1529276,"about_ca_topic_score_gemma":0.2756066,"domain_scores_codex":[0.9987835,0.000215355,0.00007289659,0.00006565215,0.0004908627,0.0003717044],"domain_scores_gemma":[0.9953295,0.001053957,0.0008421225,0.00006246165,0.0009711609,0.001740892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001850599,0.0003292911,0.9384859,0.00008414737,0.00001063404,0.0003559222,0.01075164,0.0001828763,0.001215734,0.00006669397,0.001385401,0.04694676],"study_design_scores_gemma":[0.00001203344,0.0002423648,0.9879473,0.00003015869,0.000005356333,0.0002279068,0.009358108,0.000300814,0.0001159232,0.00002040343,0.001732102,0.000007534891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986073,0.0001153979,0.00003909173,0.0002075112,0.000002988985,0.00001664802,0.00006598754,0.000004699159,0.0009403555],"genre_scores_gemma":[0.9983951,0.0001512005,0.0002784705,0.0000997002,0.00000589005,0.00001716996,0.0001297529,0.0000021156,0.0009206329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8470724,"threshold_uncertainty_score":0.304075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2994132544193728,"score_gpt":0.4919238943934727,"score_spread":0.1925106399740998,"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."}}