{"id":"W4380417914","doi":"","title":"Advanced epithelial ovarian carcinoma. Impact of primary optimal debulking surgery. Alexis Vautrin Institute Experience.","year":2010,"lang":"en","type":"preprint","venue":"INRIA a CCSD electronic archive server","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"Debulking; Medicine; Ovarian carcinoma; Epithelial ovarian carcinoma; Primary (astronomy); General surgery; Surgery; Oncology; Ovarian cancer; Internal medicine; Cancer; Physics","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"],"consensus_categories":[],"category_scores_codex":[0.0004418539,0.0009430833,0.001989302,0.000516318,0.0001600624,0.00005537343,0.0005239773,0.0005210346,0.0005475045],"category_scores_gemma":[0.0001124189,0.0008095943,0.001547276,0.0003117897,0.0003738765,0.0002358788,0.0007236154,0.00219066,0.00002421838],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001782828,"about_ca_system_score_gemma":0.007268986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003633211,"about_ca_topic_score_gemma":0.001632162,"domain_scores_codex":[0.9952316,0.0001744318,0.001113435,0.001366991,0.0006879778,0.001425624],"domain_scores_gemma":[0.9966594,0.0003074163,0.0007713694,0.001620194,0.0002059672,0.0004356371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02365057,0.009235389,0.6530424,0.004757077,0.01710813,0.002733253,0.01913603,0.01669203,0.07147788,0.0183222,0.003068813,0.1607762],"study_design_scores_gemma":[0.008830623,0.002088065,0.953617,0.00189399,0.001376383,0.0003604082,0.00005808904,0.001071691,0.01645498,0.003124726,0.009509587,0.001614471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992512,0.001941754,0.0008223185,0.0004053518,0.001050229,0.001748435,0.0003676004,0.0001208715,0.001031399],"genre_scores_gemma":[0.9929978,0.00118008,0.002996353,0.0001611737,0.0007013978,0.0005945811,0.001114204,0.0001381739,0.0001162259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3005746,"threshold_uncertainty_score":0.9994355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01905176820064131,"score_gpt":0.2903930497167827,"score_spread":0.2713412815161414,"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."}}