{"id":"W4407398053","doi":"10.1016/j.urolvj.2025.100326","title":"Fluorescence guided total robotic parietal peritonectomy, cytoreductive surgery and closed HIPEC","year":2025,"lang":"en","type":"article","venue":"Urology Video Journal","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Medicine; Surgery","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":[0.0001676965,0.0005029818,0.0002529428,0.0004547785,0.0003370066,0.0003930617,0.0004766565,0.0006648818,0.0009462337],"category_scores_gemma":[0.0003627177,0.0001872451,0.0006849882,0.0002299698,0.0006208873,0.0004504252,0.0005928722,0.0007710602,0.0003257009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916541,"about_ca_system_score_gemma":0.0004465581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008922032,"about_ca_topic_score_gemma":0.001329131,"domain_scores_codex":[0.9998363,0.00001794451,0.00001766867,0.00004762335,0.00004950039,0.00003094089],"domain_scores_gemma":[0.999912,0.00001383083,0.00002761312,0.00001529363,0.000006192784,0.00002499012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.001058711,0.0004374685,0.02820103,0.0009966452,0.0001736906,0.08416165,0.0005064701,0.005144397,0.3326424,0.004030474,0.006143307,0.5365038],"study_design_scores_gemma":[0.0001972193,0.003159674,0.06968813,0.0001401841,0.0001725175,0.7709681,0.0002132141,0.01251381,0.08833127,0.002391009,0.05204752,0.0001773165],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6668561,0.02793381,0.2726145,0.004009893,0.0008131576,0.0004560864,0.0003790398,0.002516913,0.02442057],"genre_scores_gemma":[0.8987367,0.004612537,0.09000569,0.001189944,0.000336026,0.0001261879,0.0003295506,0.00005283959,0.004610543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009462337,"threshold_uncertainty_score":0.003165424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562851852945315,"score_gpt":0.2728763532234575,"score_spread":0.2572478346940044,"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."}}