{"id":"W4399564536","doi":"10.1016/j.hpb.2024.04.359","title":"Postoperative complications and survival after resection for pancreatic ductal adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pancreatic ductal adenocarcinoma; Adenocarcinoma; Resection; General surgery; Surgery; Oncology; Internal medicine; Pancreatic cancer; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005020983,0.000296505,0.0003184097,0.0007206093,0.0004807177,0.0008282496,0.0003298972,0.0005848221,0.001429148],"category_scores_gemma":[0.002667787,0.0001844388,0.0008450526,0.0009217295,0.0004852261,0.0006975224,0.0005798153,0.0009317931,0.0002261092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005327642,"about_ca_system_score_gemma":0.0004379986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002048278,"about_ca_topic_score_gemma":0.003206288,"domain_scores_codex":[0.9997036,0.00006032276,0.00004609109,0.0000310179,0.00004455796,0.000114327],"domain_scores_gemma":[0.9968224,0.0007141864,0.001129908,0.0001225916,0.0001583644,0.001052458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00156376,0.0001124242,0.9940003,0.00001925465,0.000100867,0.0003865506,0.00005281874,0.0001413279,0.0003092885,0.00002516252,0.0001072884,0.003181075],"study_design_scores_gemma":[0.00001773096,0.0004624617,0.9980353,0.000008631044,0.00008904908,0.0006576461,0.0002044574,0.0001683281,0.0001218261,0.00006165956,0.0001640765,0.000009053325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987409,0.0006335792,0.00004225495,0.0000571359,0.00001855879,0.000001580096,0.0001151408,0.000002589965,0.0003883195],"genre_scores_gemma":[0.999156,0.0002500236,0.00002786653,0.00002988257,0.00002978435,0.000002875531,0.0002788531,0.000001932111,0.0002228592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002048278,"threshold_uncertainty_score":0.004780948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817995053607598,"score_gpt":0.3680601210827597,"score_spread":0.3198801705466837,"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."}}