{"id":"W4362567547","doi":"10.1158/1940-6207.c.6544857","title":"Data from Ovarian Cancer Biomarker Performance in Prostate, Lung, Colorectal, and Ovarian Cancer Screening Trial Specimens","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Ovarian cancer; Biomarker; Medicine; Oncology; Internal medicine; Cancer; Population; Colorectal cancer; Prostate cancer; Asymptomatic; Prostate; Lung cancer; Gastroenterology; Biology","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":[0.008311057,0.0003273077,0.0009258148,0.0009594726,0.0004355317,0.001173086,0.0004550098,0.0004788447,0.002637209],"category_scores_gemma":[0.0149419,0.0002436716,0.000986043,0.001593368,0.0003715618,0.0006437546,0.0005254789,0.0005004809,0.0007525256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005693595,"about_ca_system_score_gemma":0.0007780934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002207688,"about_ca_topic_score_gemma":0.002830022,"domain_scores_codex":[0.9947702,0.002481304,0.0008452771,0.000601141,0.00104249,0.0002595751],"domain_scores_gemma":[0.98499,0.006217546,0.003116023,0.002870232,0.002184025,0.0006222932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07794211,0.001175739,0.825137,0.001291943,0.002547141,0.0002502824,0.0003148293,0.001923815,0.009581039,0.0006031182,0.01946342,0.05976946],"study_design_scores_gemma":[0.008305464,0.0142227,0.9430295,0.0001560512,0.001956864,0.0006214143,0.0001617987,0.001380626,0.01062105,0.0004254202,0.01905595,0.00006304917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143862,0.005021764,0.002826208,0.000402326,0.00009093084,0.002191595,0.06069886,0.0001472353,0.01423498],"genre_scores_gemma":[0.9310243,0.0007201429,0.001347283,0.0006034849,0.00008299437,0.001890141,0.06167907,0.00005207006,0.002600502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008311057,"threshold_uncertainty_score":0.04395366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193540491544887,"score_gpt":0.3652583716213523,"score_spread":0.2459043224668636,"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."}}