{"id":"W2910661185","doi":"10.1007/s13193-019-00876-y","title":"The Current Status of Peritoneal Surface Oncology in Saudi Arabia","year":2019,"lang":"en","type":"article","venue":"Indian Journal of Surgical Oncology","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"","keywords":"Medicine; Surgical oncology; Hyperthermic intraperitoneal chemotherapy; Cytoreductive surgery; Peritoneal carcinomatosis; General surgery; Oncology; Gastrointestinal cancer; Internal medicine; Cancer; Surgery; Intensive care medicine; Colorectal cancer; Ovarian cancer","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":[0.001638254,0.0002970409,0.0003199104,0.001744478,0.0005632481,0.002288304,0.0006370103,0.0008822364,0.005504626],"category_scores_gemma":[0.002735894,0.0001827605,0.000319112,0.002909871,0.001005641,0.002052387,0.0009098934,0.000869962,0.0006126355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00243748,"about_ca_system_score_gemma":0.005941906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02234825,"about_ca_topic_score_gemma":0.0224073,"domain_scores_codex":[0.9992331,0.0001292073,0.0002084056,0.0001201693,0.0001606855,0.0001483549],"domain_scores_gemma":[0.996487,0.0007224614,0.001005241,0.00006181754,0.001318865,0.0004047474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007368876,0.0002380122,0.2044463,0.007543011,0.0001676837,0.001337217,0.002622366,0.001460945,0.003211475,0.01200402,0.02541567,0.7408165],"study_design_scores_gemma":[0.00008184594,0.000595629,0.4023373,0.00690084,0.00052027,0.005383757,0.02204246,0.00217021,0.002030683,0.004249079,0.5535429,0.000145067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2022588,0.7166256,0.0008953867,0.05468142,0.002011083,0.00003863987,0.001515021,0.00007105686,0.02190318],"genre_scores_gemma":[0.591056,0.3957806,0.001247101,0.006517222,0.001662625,0.00002305417,0.0009328019,0.0000132437,0.002767357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02234825,"threshold_uncertainty_score":0.04443634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862380599408136,"score_gpt":0.325277564414339,"score_spread":0.3066537584202577,"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."}}