{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01853478,0.001894352,0.005006725,0.002956691,0.0004398631,0.002292735,0.001389264,0.001374691,0.001731047],"category_scores_gemma":[0.02618472,0.0006838259,0.03054239,0.003593611,0.000415142,0.001076592,0.001129084,0.001805411,0.000245622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007012238,"about_ca_system_score_gemma":0.0009476597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005222567,"about_ca_topic_score_gemma":0.006536177,"domain_scores_codex":[0.9918739,0.004917888,0.0008481761,0.001646223,0.0004670453,0.0002467619],"domain_scores_gemma":[0.9807118,0.01449136,0.001798073,0.001944363,0.0007188981,0.000335447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.007938186,0.00003888757,0.2282196,0.00862235,0.7351553,0.0001703692,0.000070857,0.005729931,0.0006829484,0.0001798421,0.001210287,0.01198136],"study_design_scores_gemma":[0.0005891705,0.0004665409,0.08126047,0.0009770108,0.9076272,0.0001912062,0.00004964775,0.005499676,0.0003735105,0.0006706283,0.002252452,0.00004251172],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3044454,0.6664916,0.013964,0.001899591,0.0007714893,0.0001711836,0.0101989,0.0003530555,0.001704869],"genre_scores_gemma":[0.9698591,0.02285909,0.002475447,0.0005676779,0.0002741796,0.0001388122,0.003374367,0.00009203146,0.0003592856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01853478,"threshold_uncertainty_score":0.09802246,"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."}}