{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005507031,0.00008508502,0.0001977669,0.00003178943,0.00003474529,0.000005689436,0.00004399591,0.00004772063,0.0001112842],"category_scores_gemma":[0.00002869089,0.00006728764,0.00008229868,0.00007024726,0.00004012642,0.0000290883,0.000008767984,0.00003298072,0.000003333206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213693,"about_ca_system_score_gemma":0.0001151827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001843671,"about_ca_topic_score_gemma":0.0001784169,"domain_scores_codex":[0.9993914,0.00001136618,0.0001775485,0.0001945446,0.00009183279,0.0001333041],"domain_scores_gemma":[0.9993804,0.00003676409,0.0001155725,0.000196646,0.0002135575,0.00005707138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007927626,0.0003468624,0.7339596,0.002325555,0.0005773098,0.000003027803,0.001959892,0.0008781702,0.02499846,0.003416733,0.01335121,0.2173904],"study_design_scores_gemma":[0.008169327,0.001231477,0.5274628,0.000567372,0.001258973,0.000002303071,0.0007808671,0.001309213,0.3440502,0.001637119,0.1131663,0.0003640393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775227,0.01547635,0.0009391746,0.003521751,0.0006028765,0.001065926,0.000222346,0.00004344176,0.0006053749],"genre_scores_gemma":[0.9964054,0.001179287,0.00006523445,0.0005889808,0.0001687575,0.001205867,0.00005018906,0.00001487457,0.0003214235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3190517,"threshold_uncertainty_score":0.2743911,"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."}}