{"id":"W4412662535","doi":"10.14740/wjon2595","title":"Development and Validation of KN-DIOC: A Novel Preoperative Diagnostic Index Using Ultrasound, Complete Blood Count, and Cancer Antigen 125 for Ovarian Cancer","year":2025,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cancer antigen; Ovarian cancer; Cancer; Transvaginal ultrasound; Ultrasound; Oncology; Internal medicine; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005783785,0.001397972,0.00135593,0.003566062,0.0005529589,0.001961605,0.001286531,0.0008369967,0.0009237319],"category_scores_gemma":[0.01276933,0.0002863639,0.001378706,0.001461827,0.0004106561,0.0007073976,0.001384894,0.001125394,0.0003799242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001494864,"about_ca_system_score_gemma":0.003004444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031799,"about_ca_topic_score_gemma":0.007870456,"domain_scores_codex":[0.9979207,0.0006379085,0.000226267,0.0005353869,0.0004418671,0.0002379983],"domain_scores_gemma":[0.9946848,0.002723661,0.0007171585,0.0003290099,0.001116022,0.0004294422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001116846,0.0006042466,0.8195809,0.0002201598,0.0007226284,0.0001514577,0.00008435866,0.05902204,0.00105437,0.0003446331,0.003852862,0.1132456],"study_design_scores_gemma":[0.0001247781,0.0006746271,0.08546278,0.0001048994,0.000420368,0.0003354769,0.0001192376,0.9081211,0.001916828,0.0007364705,0.001920344,0.00006302259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9193364,0.00309736,0.06566761,0.0009119657,0.0002515101,0.0007301335,0.00517144,0.001379229,0.003454406],"genre_scores_gemma":[0.971191,0.0002687255,0.02294885,0.0001379138,0.00007857071,0.0002170872,0.004731755,0.00003164641,0.0003943667],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01031799,"threshold_uncertainty_score":0.03058791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619707355402653,"score_gpt":0.3551539313178693,"score_spread":0.3089568577638427,"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."}}