{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04448907,0.0004096407,0.001400658,0.004360529,0.0006737849,0.003841363,0.001639338,0.0007533313,0.002721208],"category_scores_gemma":[0.1801804,0.0002494565,0.001069156,0.005850976,0.001219008,0.006177953,0.001919341,0.002120748,0.0004113865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002331505,"about_ca_system_score_gemma":0.0032193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007183823,"about_ca_topic_score_gemma":0.009460585,"domain_scores_codex":[0.9746879,0.01708847,0.003039837,0.0007776404,0.003624858,0.0007812928],"domain_scores_gemma":[0.6758041,0.2246345,0.04874487,0.0126329,0.03046252,0.007721061],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001267194,0.0001220351,0.9519022,0.0001616136,0.0003902541,0.00003100156,0.0001949053,0.001870939,0.00009170613,0.001249165,0.00149097,0.0412281],"study_design_scores_gemma":[0.000232127,0.002440459,0.9563808,0.0005819814,0.0006955498,0.0003809999,0.001097843,0.0193707,0.002054434,0.009365495,0.007277394,0.0001222896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9203746,0.01435185,0.01842194,0.01488819,0.0008612291,0.0002298027,0.00880679,0.0002190107,0.02184656],"genre_scores_gemma":[0.993807,0.0005165623,0.003228022,0.0003786917,0.0001943615,0.00005406296,0.001418011,0.00004907142,0.0003541252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9555109,"threshold_uncertainty_score":0.2352835,"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."}}