{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006638273,0.0002407135,0.0002645179,0.00191229,0.002980151,0.001040963,0.0007545638,0.0006377818,0.01108309],"category_scores_gemma":[0.003205028,0.0002749004,0.0005586855,0.002529737,0.0006200121,0.0005397106,0.0008594667,0.000898289,0.0009968987],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007837773,"about_ca_system_score_gemma":0.01454109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.859979,"about_ca_topic_score_gemma":0.9392834,"domain_scores_codex":[0.9988046,0.00005472453,0.00005530491,0.0000883165,0.0003861827,0.0006109841],"domain_scores_gemma":[0.9960713,0.0001779679,0.0006115779,0.0000372331,0.00105526,0.002046529],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000611155,0.00009978835,0.9920964,0.00001650815,0.00001499725,0.00006242303,0.0009802374,0.00005029541,0.00007273943,0.00005408377,0.003019682,0.003471662],"study_design_scores_gemma":[0.000002403095,0.00002665485,0.9961337,0.00001328379,0.000004368982,0.00006027663,0.002665971,0.0000764881,0.00001162973,0.00001327104,0.0009850109,0.000006851227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890684,0.0002425246,0.00003764656,0.0006255588,0.00002345869,0.00002962068,0.003089804,0.00001148372,0.006871495],"genre_scores_gemma":[0.9946694,0.000231969,0.0001034207,0.0002602451,0.0000167037,0.00002929184,0.001677498,0.000006609929,0.00300486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9993362,"threshold_uncertainty_score":0.2816913,"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."}}