{"id":"W2122501316","doi":"10.1016/j.surg.2013.05.021","title":"What provider volumes and characteristics are appropriate for gastric cancer resection? Results of an international RAND/UCLA expert panel","year":2013,"lang":"en","type":"article","venue":"Surgery","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Dalhousie University; University of Calgary; Institute for Clinical Evaluative Sciences; Queen's University; Sunnybrook Hospital","funders":"","keywords":"Medicine; Gastrectomy; General surgery; Cancer; Surgery; Internal medicine","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":[0.0002241227,0.0001073447,0.0003032394,0.0001822268,0.00003846382,0.00007794923,0.00005114731,0.00004751946,0.00009625584],"category_scores_gemma":[0.0002579011,0.00008770845,0.00007823159,0.0001106152,0.00004304061,0.0004944578,0.0000326437,0.00006080956,0.000002282535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000452055,"about_ca_system_score_gemma":0.00005126969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004139567,"about_ca_topic_score_gemma":0.00004022184,"domain_scores_codex":[0.9990524,0.00002006124,0.0003345497,0.0002261836,0.0001974059,0.0001693704],"domain_scores_gemma":[0.9991497,0.0001553403,0.0002168775,0.0001729608,0.0002280387,0.00007705593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003351975,0.0002165672,0.4947953,0.000611702,0.0003307064,0.00001379551,0.0007486135,0.000002293001,0.0009912258,0.00001221645,0.04660214,0.4523234],"study_design_scores_gemma":[0.002710095,0.000107732,0.9721655,0.0003786389,0.0000680563,0.00001016236,0.001123411,0.001208465,0.0004189081,0.00006558977,0.02159684,0.000146651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926615,0.0004313162,0.0001163414,0.003970912,0.002006005,0.0006521838,0.00004275658,0.00003364036,0.00008536044],"genre_scores_gemma":[0.9908459,0.002662118,0.0003663435,0.0004569908,0.000767494,0.0002746635,0.0001321033,0.00002117708,0.004473246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4773701,"threshold_uncertainty_score":0.3576647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04592015447545084,"score_gpt":0.2987010374424617,"score_spread":0.2527808829670109,"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."}}