{"id":"W2038683300","doi":"10.1007/s12029-014-9661-4","title":"The Association Between County-Level Surgeon Density and Esophageal and Gastric Cancer Mortality","year":2014,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"Canadian Cancer Society Research Institute; Health Resources and Services Administration; Cancer Research Institute","keywords":"Medicine; Cardiothoracic surgery; Mortality rate; Socioeconomic status; Population; Workforce; Cancer; Incidence (geometry); Esophageal cancer; Health care; Surgery; Demography; General surgery; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00139029,0.0001580461,0.0003942727,0.00007430651,0.0002085877,0.00007011699,0.00007403264,0.00003665299,0.00002463181],"category_scores_gemma":[0.0006092773,0.0001002814,0.00008659624,0.0001339954,0.0001134209,0.0001182091,0.00004431783,0.0004671197,0.000001002303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006654593,"about_ca_system_score_gemma":0.0003873145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009658053,"about_ca_topic_score_gemma":0.0006029332,"domain_scores_codex":[0.998222,0.0001297799,0.0003875336,0.0001663246,0.0007260782,0.0003682813],"domain_scores_gemma":[0.9978872,0.0005117715,0.00047955,0.0001172835,0.0006337204,0.0003704778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000347748,0.0000296537,0.9857561,0.00005258067,0.0001921002,0.00008097277,0.00002025363,0.000004905485,0.0001412338,0.00002703269,0.0008235926,0.01252383],"study_design_scores_gemma":[0.001656567,0.001028197,0.9949937,0.0002616999,0.0003662964,0.0007024283,0.00002109809,0.00007774405,0.0003223489,0.0001695906,0.0003392007,0.00006111099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914592,0.005387871,0.0003861972,0.00239126,0.00009274247,0.0001612931,0.00004275052,0.000008378942,0.000070341],"genre_scores_gemma":[0.9968458,0.001380723,0.0005518268,0.0001379086,0.0007775073,0.00001011946,0.000002309102,0.00001410551,0.0002796968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01246272,"threshold_uncertainty_score":0.4089358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03745505800471057,"score_gpt":0.331305134745104,"score_spread":0.2938500767403934,"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."}}