{"id":"W2593591754","doi":"10.1186/s40463-017-0192-4","title":"Securing an OTL-HNS residency: How competitive is it? Comparing medical student perceptions to actual Canadian statistics","year":2017,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université de Montréal; Western University; McGill University","funders":"","keywords":"Specialty; Medical education; Medical school; Psychology; Matching (statistics); Perception; Medicine; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002559238,0.0001489417,0.0001955406,0.001752486,0.001718354,0.001814991,0.0007192509,0.0003619265,0.001931332],"category_scores_gemma":[0.0113581,0.0001223023,0.0003080671,0.002474387,0.001465101,0.0004534599,0.001261886,0.0006204909,0.0001624508],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01285415,"about_ca_system_score_gemma":0.01633827,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8185912,"about_ca_topic_score_gemma":0.8679411,"domain_scores_codex":[0.9974887,0.0002379332,0.0001192079,0.0001280488,0.001497927,0.0005280694],"domain_scores_gemma":[0.9913254,0.0007575538,0.001924553,0.00009315445,0.002687198,0.003212047],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005455557,0.00004478952,0.9831146,0.00003945133,0.00002162406,0.00003979983,0.005759766,0.00007022062,0.0001641919,0.0001866488,0.001674765,0.008829654],"study_design_scores_gemma":[0.000002572254,0.00005221054,0.98588,0.00002533874,0.000005889066,0.00001899328,0.01265883,0.0001505395,0.00004637187,0.00001996755,0.001130467,0.00000878091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958346,0.000140652,0.00005009868,0.0008502213,0.00001468707,0.00001449506,0.0002336332,0.000003908055,0.002857688],"genre_scores_gemma":[0.9993166,0.0001429004,0.00005924153,0.0000877772,0.000006946223,0.000004184554,0.0001620331,0.000001642616,0.0002188053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974408,"threshold_uncertainty_score":0.3649542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05849544315435981,"score_gpt":0.3607646543669509,"score_spread":0.3022692112125911,"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."}}