{"id":"W1542708775","doi":"10.1002/cncr.28616","title":"Identification of underserved areas for urologic cancer care","year":2014,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; National Institutes of Health","keywords":"Medicine; Prostatectomy; Nephrectomy; Referral; Population; Socioeconomic status; Genitourinary system; Prostate cancer; Cancer; General surgery; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004591488,0.0001749744,0.0001445144,0.0009749486,0.0004720307,0.0005779061,0.0003514629,0.0001952989,0.001660265],"category_scores_gemma":[0.001854489,0.00009506952,0.0001670994,0.001206214,0.0002851904,0.0003223437,0.001186999,0.0002537726,0.00009886043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006541702,"about_ca_system_score_gemma":0.001352485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02773098,"about_ca_topic_score_gemma":0.05897609,"domain_scores_codex":[0.9995814,0.0001125524,0.00004346687,0.00008635916,0.00007377454,0.0001024001],"domain_scores_gemma":[0.9979818,0.0003310964,0.00107696,0.00008924758,0.0002529129,0.0002680663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007261109,0.00001233198,0.9970551,0.0000136188,0.00001230465,0.0000380051,0.0001443707,0.00005185751,0.00009949499,0.00003764793,0.000168858,0.002359036],"study_design_scores_gemma":[0.000001557064,0.00002569635,0.9971744,0.00002753025,0.00001139077,0.0001577817,0.001344796,0.0003752502,0.0001147613,0.00006029312,0.0007038625,0.000002754612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998695,0.0001268106,0.0001274525,0.0001263025,0.000002947971,0.00001713562,0.0002709382,0.000003165683,0.0006302958],"genre_scores_gemma":[0.9992707,0.00007992349,0.0002212669,0.0000493558,0.000005393784,0.00001008332,0.0002844844,0.000001114613,0.00007761699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02773098,"threshold_uncertainty_score":0.05513912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958437867808057,"score_gpt":0.3294139561911175,"score_spread":0.2898295775130369,"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."}}