{"id":"W4327729516","doi":"10.3390/cancers15061823","title":"CA-125 Early Dynamics to Predict Overall Survival in Women with Newly Diagnosed Advanced Ovarian Cancer Based on Meta-Analysis Data","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Cancer Research UK","keywords":"Medicine; Ovarian cancer; Brier score; Oncology; Internal medicine; Meta-analysis; Cancer; Survival analysis; Chemotherapy; Statistics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004015022,0.0004042134,0.001347021,0.0006225189,0.00007488752,0.00005516166,0.0003744386,0.00009767798,0.001215035],"category_scores_gemma":[0.00008801596,0.0003087525,0.0002335278,0.002927682,0.00005424499,0.0001618101,0.000093848,0.0002357409,0.00004508313],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005870499,"about_ca_system_score_gemma":0.001553248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01987995,"about_ca_topic_score_gemma":0.03620766,"domain_scores_codex":[0.9969311,0.00009273202,0.0003981619,0.001120838,0.000722151,0.000735056],"domain_scores_gemma":[0.9973015,0.0003172042,0.0001359638,0.001667024,0.0000995692,0.0004787876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004750773,0.0002549485,0.1106536,0.0001044909,0.05956788,0.001025582,0.0009106974,0.8065299,0.00001341934,0.0002141517,0.006737042,0.009237581],"study_design_scores_gemma":[0.01815253,0.002290946,0.7863031,0.0001977133,0.06074129,0.000001159636,0.0004923568,0.1245853,0.00003610603,0.00006361485,0.00628488,0.0008510196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731053,0.0005872167,0.001019018,0.01410245,0.0005697488,0.002454849,0.005939345,0.0002638489,0.001958229],"genre_scores_gemma":[0.9918089,0.0002551779,0.0007419293,0.003168515,0.00009960467,0.002230718,0.0007963571,0.0000771063,0.0008216986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6819446,"threshold_uncertainty_score":0.9999365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04855735870681628,"score_gpt":0.314826276943266,"score_spread":0.2662689182364497,"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."}}