{"id":"W2182370718","doi":"10.1016/j.joms.2015.06.054","title":"Demographics, Training Satisfaction, and Career Plans of Canadian Oral and Maxillofacial Surgery Residents","year":2015,"lang":"en","type":"article","venue":"Journal of Oral and Maxillofacial Surgery","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Specialty; Demographics; Oral and maxillofacial surgery; Scope (computer science); Scope of practice; Patient satisfaction; Family medicine; Dentistry; Nursing; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004400316,0.000215666,0.0007048451,0.001691767,0.0005332206,0.00006484366,0.00008322087,0.0002697052,0.0001252282],"category_scores_gemma":[0.002303946,0.0001901794,0.0001187862,0.0006418288,0.000293993,0.0008750041,0.00007470783,0.0006964849,0.000006098098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001582258,"about_ca_system_score_gemma":0.002880347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2320765,"about_ca_topic_score_gemma":0.03655813,"domain_scores_codex":[0.9970846,0.0003253492,0.001062399,0.0002331186,0.0006715468,0.0006229728],"domain_scores_gemma":[0.9970626,0.0002062533,0.0006796743,0.0001312661,0.0007477677,0.001172425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002938054,0.00002306417,0.8842237,0.00008459968,0.00007949374,0.00008249265,0.002697055,5.029597e-7,0.00006042399,0.0000887428,0.001603158,0.1107629],"study_design_scores_gemma":[0.0004296904,0.00005421921,0.8731039,0.00008937777,0.00005509957,0.0002074485,0.007022917,0.000002812066,0.000009719513,0.0005254399,0.1183305,0.0001688821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934926,0.001325083,0.000006121255,0.00238379,0.002085024,0.0002110875,0.0001035063,0.00001106229,0.0003817025],"genre_scores_gemma":[0.9945346,0.004506988,0.0001231229,0.0004223674,0.0001055262,0.000007875996,0.00001707892,0.00003188413,0.0002505528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1955184,"threshold_uncertainty_score":0.9810222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2562778778827546,"score_gpt":0.4141372946440245,"score_spread":0.1578594167612699,"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."}}