{"id":"W4225146161","doi":"10.1155/2022/2084774","title":"Perioperative and Survival Outcomes of Robotic-Assisted Surgery, Comparison with Laparoscopy and Laparotomy, for Ovarian Cancer: A Network Meta-Analysis","year":2022,"lang":"en","type":"article","venue":"Journal of Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Chongqing; National Natural Science Foundation of China","keywords":"Medicine; Laparotomy; Laparoscopy; Perioperative; Surgery; Blood loss; Ovarian cancer; Cochrane Library; Incidence (geometry); Blood transfusion; General surgery; Cancer; Internal medicine; Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007550859,0.0001610447,0.003054198,0.0001960645,0.0001437845,0.00001494048,0.00005336061,0.00004977817,0.0003026966],"category_scores_gemma":[0.00003815308,0.0001008708,0.0005011719,0.0003364581,0.00010599,0.0000461493,0.00004147161,0.000192415,5.447363e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002084196,"about_ca_system_score_gemma":0.0005172353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002722356,"about_ca_topic_score_gemma":0.0009061376,"domain_scores_codex":[0.9984322,0.0002729541,0.0006522538,0.0001882841,0.0002628269,0.0001914487],"domain_scores_gemma":[0.9977066,0.0009586925,0.0008208685,0.0001262544,0.0002492623,0.0001383355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00177313,0.0007246512,0.8581824,0.00003947087,0.1301604,0.00008740206,0.0006078938,0.005321884,0.00002776625,0.0002675487,0.001218434,0.001589025],"study_design_scores_gemma":[0.005663208,0.007068048,0.7173146,0.00001440595,0.2547732,0.000238245,0.0009388643,0.0005782339,0.0001233616,0.00002947705,0.01309971,0.0001586659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567323,0.01116705,0.0009217339,0.02911497,0.0005737017,0.001112216,0.0001191552,0.000008776815,0.0002500479],"genre_scores_gemma":[0.9924445,0.0002828519,0.006458143,0.0003842713,0.00008995469,0.0002031972,0.000008772265,0.00001410667,0.000114254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408677,"threshold_uncertainty_score":0.4113392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1219700899756884,"score_gpt":0.3930137372150727,"score_spread":0.2710436472393842,"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."}}