{"id":"W2127031670","doi":"10.1093/jnci/dji248","title":"Prostate Cancer and the Will Rogers Phenomenon","year":2005,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":383,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Agency for Healthcare Research and Quality","keywords":"Prostate cancer; Medicine; Cohort; Prostate; Cancer; Cancer registry; Stage (stratigraphy); Population; Confidence interval; Incidence (geometry); Prostate-specific antigen; Cohort study; Oncology; Internal 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":[0.0003515316,0.0001195943,0.0002353039,0.00005863162,0.0001701215,0.00003309212,0.0001301674,0.00003022359,0.00006674959],"category_scores_gemma":[0.00007515371,0.00005541577,0.0001339795,0.0001623183,0.0002711182,0.0003321403,0.00003848868,0.0002279719,0.000001858122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008748798,"about_ca_system_score_gemma":0.0008250689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001134079,"about_ca_topic_score_gemma":0.000164441,"domain_scores_codex":[0.9987581,0.00002675599,0.0003302628,0.0001083533,0.0006327984,0.000143668],"domain_scores_gemma":[0.998944,0.000053892,0.0003455565,0.00008220101,0.0004846819,0.0000896337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01297418,0.001357715,0.2133809,0.0004296703,0.006777585,0.00008826808,0.01294117,0.0597175,0.00291076,0.03992367,0.1702208,0.4792777],"study_design_scores_gemma":[0.01567454,0.0001794031,0.05056569,0.0006534461,0.0006345768,0.0003076013,0.00008341484,0.0003966804,0.004143616,0.002305844,0.9248753,0.0001799088],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7720633,0.02856204,0.000009667295,0.1940967,0.001889091,0.0006968056,0.0001136326,0.000009442876,0.002559267],"genre_scores_gemma":[0.9787989,0.01113134,0.0001829931,0.007008824,0.00176226,0.00008985522,0.000001760499,0.00001145722,0.001012615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7546545,"threshold_uncertainty_score":0.228778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922437931685716,"score_gpt":0.324734749903225,"score_spread":0.2955103705863678,"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."}}