{"id":"W4415619231","doi":"10.3390/cancers17213421","title":"P-POSSUM Falls Short: Predicting Morbidity in Ovarian Cancer (OC) Cytoreductive Surgery","year":2025,"lang":"en","type":"article","venue":"Cancers","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Gynaecological Cancer Society; Barts Health NHS Trust; Israel National Institute for Health Policy Research; Barts Charity; AstraZeneca","keywords":"Ovarian cancer; Cytoreductive surgery; Scale (ratio); Gynecologic surgical procedures; Prognostic model; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002301293,0.0006793046,0.000439984,0.0007676032,0.0001868109,0.0006661281,0.0004175707,0.00033903,0.0009365265],"category_scores_gemma":[0.01049293,0.000165804,0.0005169129,0.0004636209,0.0002477192,0.0005761909,0.0007309483,0.0005017928,0.0001855517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001845347,"about_ca_system_score_gemma":0.0003829018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157001,"about_ca_topic_score_gemma":0.001636797,"domain_scores_codex":[0.999127,0.000424749,0.0001014981,0.00008890122,0.0002062827,0.00005161342],"domain_scores_gemma":[0.9968773,0.001390581,0.001085429,0.0001205141,0.0002574318,0.0002686783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000296798,0.00003592086,0.9831825,0.00004070328,0.00008170612,0.0001038209,0.00002601961,0.001036032,0.0002752128,0.00002581956,0.000276624,0.01461873],"study_design_scores_gemma":[0.0000378732,0.0008687213,0.955333,0.00008880739,0.0001129009,0.001217251,0.0001307819,0.04085229,0.0005607349,0.0001965729,0.0005857254,0.00001539077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955395,0.001125409,0.0020485,0.0003126427,0.00004432745,0.00001975124,0.0003109608,0.00002446515,0.0005744366],"genre_scores_gemma":[0.9984112,0.0002699206,0.0008774695,0.00002391422,0.00004612316,0.000008184202,0.0002844403,0.000002752477,0.00007595278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002301293,"threshold_uncertainty_score":0.01217055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673168090802525,"score_gpt":0.3134628523660036,"score_spread":0.2867311714579783,"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."}}