{"id":"W3020970036","doi":"10.1186/s40463-020-00419-4","title":"Academic benchmarks for leaders in Otolaryngology - Head &amp; Neck Surgery: A Canadian perspective","year":2020,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Head and neck surgery; Perspective (graphical); Otorhinolaryngology; Head and neck; Medicine; Head (geology); General surgery; Surgery; Computer science; Biology","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":[0.006115931,0.0005356154,0.0004602414,0.007356147,0.007425107,0.005362731,0.002294691,0.0007611042,0.005048431],"category_scores_gemma":[0.02104172,0.000259177,0.0003704959,0.009659947,0.001966524,0.001811756,0.002435347,0.001312946,0.0005084492],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08390908,"about_ca_system_score_gemma":0.2241529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9754161,"about_ca_topic_score_gemma":0.9852479,"domain_scores_codex":[0.9923655,0.0004601525,0.0002629944,0.0004273723,0.003783089,0.002700803],"domain_scores_gemma":[0.9289497,0.00218181,0.005710003,0.0003284377,0.03493568,0.02789433],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002020783,0.0001959664,0.7783983,0.000991661,0.00008020089,0.0003757178,0.01067242,0.000904581,0.0007828034,0.004822714,0.09354159,0.1090319],"study_design_scores_gemma":[0.00002726026,0.0001761997,0.9004157,0.0007937395,0.0000520253,0.0002233524,0.02862294,0.0007505413,0.0002773949,0.0005236316,0.0680491,0.00008801708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7216621,0.03333706,0.001576949,0.1545995,0.001844547,0.0003097944,0.013827,0.0003288268,0.07251419],"genre_scores_gemma":[0.9815108,0.009867604,0.001420274,0.002385308,0.0002912675,0.00004787078,0.002299611,0.00002992993,0.002147434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9938841,"threshold_uncertainty_score":0.6088058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06599050327102889,"score_gpt":0.3217658831539198,"score_spread":0.2557753798828909,"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."}}