{"id":"W2096838733","doi":"10.1080/13651820701611234","title":"Role of volume outcome data in assuring quality in HPB surgery","year":2007,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Christian ministry; Cancer surgery; Health care; Pancreatic cancer; Quality (philosophy); General surgery; Nursing; Cancer; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005679091,0.00006907849,0.0005718106,0.000241563,0.00001186959,0.000002502929,0.0001462601,0.0001032544,0.0002360616],"category_scores_gemma":[0.001696275,0.00006213586,0.00003484808,0.0002558735,0.00007281079,0.00006604665,0.000132296,0.000242382,0.00004422426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008834038,"about_ca_system_score_gemma":0.0001761247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002859894,"about_ca_topic_score_gemma":0.002408615,"domain_scores_codex":[0.9984751,0.000111257,0.0006198927,0.0002017961,0.0002763147,0.0003156935],"domain_scores_gemma":[0.9983895,0.0008246262,0.00007713708,0.0005863696,0.00003738686,0.00008491876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001552567,0.0001986697,0.9855031,0.0001054082,0.0000141425,0.00008109775,0.0001714109,3.35915e-7,0.0008998344,0.00002461357,0.000222516,0.01262356],"study_design_scores_gemma":[0.0006594706,0.000026281,0.9955816,0.0000711796,0.00001256653,0.000007212393,0.0003262514,0.001925524,0.00006896809,0.00002417041,0.001242768,0.00005403463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940655,0.0002961707,0.0002954754,0.00012734,0.00004006933,0.0001659544,0.00001030875,0.00001099924,0.0049882],"genre_scores_gemma":[0.9968295,0.00003517975,0.001915481,0.00008358056,0.00005654858,0.000003845113,0.00004010133,0.000008193673,0.001027553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01256952,"threshold_uncertainty_score":0.4323324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1815946272501226,"score_gpt":0.457384099270787,"score_spread":0.2757894720206645,"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."}}