{"id":"W2113921950","doi":"10.1002/jso.21492","title":"Predictors of survival in patients with non‐curative stage IV cancer and malignant bowel obstruction","year":2010,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada; Queen Elizabeth II Health Sciences Centre; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Performance status; Proportional hazards model; Palliative care; Internal medicine; Multivariate analysis; Stage (stratigraphy); Cohort; Cancer; Survival analysis; Bowel obstruction; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002250511,0.00008406916,0.000424038,0.0001022326,0.00002247212,0.0000024698,0.00003941685,0.0001113677,0.0001730891],"category_scores_gemma":[0.0000511863,0.00004829692,0.00004556771,0.0001040637,0.0001784228,0.00007389337,0.00001775615,0.0005112183,5.569689e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005781195,"about_ca_system_score_gemma":0.0002293697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000123324,"about_ca_topic_score_gemma":0.0001876289,"domain_scores_codex":[0.999113,0.00004610551,0.0004064969,0.00008649934,0.0002196109,0.0001283371],"domain_scores_gemma":[0.998948,0.0001819751,0.0003219101,0.0000488025,0.0003576587,0.0001416825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003991566,0.0004403938,0.9886898,0.00003166984,0.00004915217,0.0003854797,0.0003419208,0.000009214735,0.002782364,0.0001019721,0.00005414606,0.003122271],"study_design_scores_gemma":[0.00455316,0.004598613,0.9750741,0.0001266956,0.00005500458,0.0002910441,0.0001616717,0.00002880897,0.0006121211,0.00001973341,0.01442382,0.00005528071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971427,0.00002523419,0.000003162383,0.0009716025,0.0005964955,0.0001112086,0.00001443985,0.000001979594,0.001133188],"genre_scores_gemma":[0.9990326,0.0001007803,0.0004109781,0.00003035458,0.0001981644,0.000002252219,0.000002010381,0.000006170637,0.000216663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01436967,"threshold_uncertainty_score":0.2221017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394090364354123,"score_gpt":0.2953821884493269,"score_spread":0.2814412848057857,"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."}}