{"id":"W4385697376","doi":"10.21203/rs.3.rs-3221881/v1","title":"Characteristics of incidental prostate cancer in the United States","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Proportional hazards model; Prostatectomy; Radiation therapy; Epidemiology; Internal medicine; Cancer; Urology; Oncology","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":[0.0003936069,0.0001445971,0.0002401265,0.001234255,0.0004125432,0.0004758756,0.0002486031,0.000280942,0.002282499],"category_scores_gemma":[0.001497774,0.0001999269,0.0002904415,0.002138893,0.0002872769,0.000376216,0.000452834,0.0003475868,0.0003057783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004591761,"about_ca_system_score_gemma":0.0007242044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165815,"about_ca_topic_score_gemma":0.02211476,"domain_scores_codex":[0.9996023,0.00006534952,0.00006390818,0.0000974568,0.0001102041,0.00006085485],"domain_scores_gemma":[0.998164,0.000203613,0.0009519574,0.00006956222,0.000243913,0.0003670409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002218043,0.00001429822,0.9981431,0.00001685952,0.00001982665,0.00005603828,0.00003685195,0.00003222937,0.00006082521,0.00001543843,0.0005066823,0.001075773],"study_design_scores_gemma":[0.000002240173,0.00003000645,0.9988713,0.00001458034,0.00000972165,0.0003391032,0.000122706,0.00006007403,0.00001959338,0.00001693361,0.0005105049,0.000003335412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912447,0.001325509,0.00009591469,0.0002369049,0.00002583046,0.00001865163,0.005197375,0.00001870416,0.001836289],"genre_scores_gemma":[0.9965358,0.000371538,0.00006557791,0.0001128949,0.00001889211,0.00001288226,0.002661614,0.000003966903,0.000216761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0165815,"threshold_uncertainty_score":0.03296995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.115132777776865,"score_gpt":0.4612930757122778,"score_spread":0.3461602979354129,"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."}}