{"id":"W2025896738","doi":"10.1177/0194599810396604","title":"Otolaryngology Resident Selection","year":2011,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Intuitive Surgical","keywords":"Rank (graph theory); Otorhinolaryngology; Selection (genetic algorithm); Medicine; Matching (statistics); Cohort; Quarter (Canadian coin); Family medicine; Internal medicine; Mathematics; Surgery; Computer science; Geography; Combinatorics","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":[],"consensus_categories":[],"category_scores_codex":[0.001545506,0.0001917797,0.000236382,0.0009229792,0.0003593048,0.0003080763,0.0004250047,0.000177258,0.009703875],"category_scores_gemma":[0.004513204,0.0001198248,0.0002632549,0.0007580171,0.0001186944,0.000331582,0.0004313613,0.0002064859,0.002498582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003167662,"about_ca_system_score_gemma":0.001179878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002891912,"about_ca_topic_score_gemma":0.005888827,"domain_scores_codex":[0.9989123,0.0001400451,0.00008216569,0.0001657067,0.0005075231,0.0001922213],"domain_scores_gemma":[0.9973139,0.0002354592,0.00115876,0.00009909218,0.0006854355,0.0005072628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001199365,0.00006637534,0.9818457,0.00003304415,0.00001461943,0.0002038578,0.00008094723,0.0000478235,0.0003482582,0.00003241676,0.001963932,0.01524304],"study_design_scores_gemma":[0.00001478579,0.0003531247,0.9945362,0.00002337565,0.00001185337,0.001297024,0.0001903203,0.000255089,0.0002578425,0.00002067872,0.003034748,0.000004974344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942998,0.0003034466,0.0003761161,0.0001675572,0.00004921722,0.0001754734,0.001273414,0.00002941309,0.003325558],"genre_scores_gemma":[0.9933197,0.0001956142,0.0006093298,0.0001096711,0.00006146475,0.0001155429,0.001275095,0.00001292662,0.004300641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009703875,"threshold_uncertainty_score":0.03246272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04508356952195263,"score_gpt":0.2807683207008587,"score_spread":0.2356847511789061,"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."}}