{"id":"W2774917897","doi":"","title":"Demographics, Training Satisfaction, and Career Plans of Canadian Oral and Maxillofacial Surgery Residents","year":2015,"lang":"en","type":"article","venue":"2015 Annual Meeting","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Demographics; Medicine; Oral and maxillofacial surgery; Training (meteorology); Medical education; Family medicine; Physical therapy; Dentistry; Demography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003421942,0.0001182292,0.000236252,0.0007380031,0.0004883645,0.00002455634,0.00006808851,0.0001684046,0.00004980002],"category_scores_gemma":[0.003624876,0.0001201588,0.00002201118,0.000442117,0.0001384853,0.0004302917,0.00007457131,0.0004084422,0.0000233298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127942,"about_ca_system_score_gemma":0.001628174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6393477,"about_ca_topic_score_gemma":0.3378111,"domain_scores_codex":[0.9980403,0.000397772,0.0004176949,0.0002364818,0.0003884514,0.000519265],"domain_scores_gemma":[0.9981712,0.0002919885,0.0001923212,0.0001444631,0.0005442884,0.0006557722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003765031,0.000005960949,0.9620392,0.0000619408,0.00001928731,0.000006069217,0.02299551,8.034399e-7,0.00003146792,0.00008677087,0.005827162,0.008888117],"study_design_scores_gemma":[0.0002685506,0.00002311518,0.8893919,0.00008916325,0.0000153169,0.00001193095,0.08855726,0.00001003875,0.000007389058,0.0001677413,0.02134951,0.0001080874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923187,0.0004902014,0.000001781532,0.001716723,0.0007542808,0.0002690406,0.0001755214,0.00002435657,0.004249318],"genre_scores_gemma":[0.9987913,0.0001804975,0.0002102821,0.0002304284,0.000104903,0.00002204488,0.00003042176,0.0000250198,0.0004051435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3015367,"threshold_uncertainty_score":0.6742722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.187138487814734,"score_gpt":0.4370162658436696,"score_spread":0.2498777780289357,"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."}}