{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009373684,0.00009407636,0.0001785716,0.0001370669,0.0004638268,0.00001637552,0.0004643392,0.0002477599,0.005415635],"category_scores_gemma":[0.0002188675,0.00009906526,0.0000601803,0.0002806115,0.0005568924,0.0001818687,0.0000884879,0.0002299161,0.0005529173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007534838,"about_ca_system_score_gemma":0.0001432461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007420619,"about_ca_topic_score_gemma":0.005321772,"domain_scores_codex":[0.9984832,0.0003832208,0.0001489671,0.0002526904,0.0003026472,0.0004292193],"domain_scores_gemma":[0.9994502,0.00006473024,0.00006610349,0.0001489465,0.0001139233,0.0001560775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001174244,0.0001124896,0.5490429,0.00001367027,0.00006282442,0.0001819099,0.03685443,4.151507e-7,0.0004265723,0.391405,0.02032156,0.001460776],"study_design_scores_gemma":[0.0009250567,0.0005606434,0.5559679,0.00002067976,0.0001030102,0.00008699467,0.01458902,0.00001247645,0.001130383,0.01965496,0.4065535,0.0003954319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5643105,0.0001156049,0.000482837,0.0009534849,0.0008876314,0.0002023276,0.000001449925,0.0001666502,0.4328795],"genre_scores_gemma":[0.9930391,0.0001085125,0.00061355,0.001809341,0.0003276284,0.00001715519,0.000005010531,0.000009066953,0.004070585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4288089,"threshold_uncertainty_score":0.9991891,"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."}}