{"id":"W2899516343","doi":"10.3747/co.25.3953","title":"Geographic Variation in Surgical Practice Patterns and Outcomes for Resected Nonmetastatic Gastric Cancer in Ontario","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; Dalhousie University; Hospital for Sick Children; University of Manitoba; Institute for Clinical Evaluative Sciences","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Gastrectomy; Cohort; Lymph node; Cancer; Stage (stratigraphy); Retrospective cohort study; Cancer registry; Dissection (medical); Mortality rate; Population; Surgery; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004526266,0.000125917,0.0003855343,0.0004735558,0.00003003895,0.00001238329,0.00005585856,0.00006715841,0.0002350772],"category_scores_gemma":[0.0002459733,0.0001077273,0.00004778758,0.0003306506,0.00005590977,0.0001068386,0.00005176703,0.0002577325,0.000003238506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005262703,"about_ca_system_score_gemma":0.0002213712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02312046,"about_ca_topic_score_gemma":0.3536632,"domain_scores_codex":[0.998832,0.00009475883,0.0003425274,0.0002864607,0.000143525,0.0003007481],"domain_scores_gemma":[0.9991156,0.0004592347,0.0001332371,0.000123348,0.0001003136,0.00006824278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005201914,0.0003707568,0.9547837,0.00007376534,0.00004555059,0.00003529165,0.0006920549,0.000002009106,0.000004933324,0.00009809053,0.0001533669,0.04322024],"study_design_scores_gemma":[0.006783704,0.0007001132,0.9215893,0.00006124102,0.0001538824,0.00001907005,0.0001161674,0.0002852059,0.00000100794,0.00007407653,0.07013431,0.00008193083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942741,0.0002823191,0.0004895502,0.002693093,0.0009378912,0.0008940562,0.000009474797,0.00001643024,0.0004030209],"genre_scores_gemma":[0.9981505,0.0003728929,0.0006032704,0.0002243337,0.0001436422,0.00024392,0.00002848655,0.00001078852,0.000222192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3305428,"threshold_uncertainty_score":0.9833847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0786675074036306,"score_gpt":0.4132680170843606,"score_spread":0.33460050968073,"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."}}