{"id":"W2984924792","doi":"10.1016/j.hpb.2019.10.013","title":"Impact of surgical wait times on oncologic outcomes in resectable pancreas adenocarcinoma","year":2019,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Proportional hazards model; Adenocarcinoma; Multivariate analysis; Post-hoc analysis; Cohort; Retrospective cohort study; Surgery; Pancreatic cancer; Palliative care; Pancreas; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004762766,0.0001337452,0.0008510634,0.0002019873,0.00001873738,0.000004471934,0.0001141258,0.0001742731,0.004890154],"category_scores_gemma":[0.0002106967,0.00008409556,0.0001690851,0.0002132432,0.00008946841,0.00003671982,0.00005309969,0.0003081989,0.0006504636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002409269,"about_ca_system_score_gemma":0.0003912109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009102191,"about_ca_topic_score_gemma":0.00002107493,"domain_scores_codex":[0.9986212,0.0001404248,0.0002941597,0.0002350549,0.0003220808,0.0003871409],"domain_scores_gemma":[0.9986206,0.0007470393,0.00006476053,0.000364705,0.00006495384,0.0001379959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001319789,0.0005421076,0.994832,0.00004661062,0.0001071417,0.0002595881,0.00008860647,0.000004276722,0.0003403385,0.0002855202,0.001641453,0.0005325679],"study_design_scores_gemma":[0.004260121,0.00397722,0.9901968,0.00008087711,0.00003164363,0.00006310039,0.00005694764,0.0007969222,0.00005461632,0.00006434706,0.0003394718,0.00007794634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379086,0.0002184104,8.128473e-7,0.0002075925,0.0000400327,0.0004877881,0.000009763992,0.00001913719,0.06110779],"genre_scores_gemma":[0.9823819,0.00009066689,0.0002105142,0.0000548177,0.00004340776,0.00002068178,0.00001178249,0.00001277228,0.01717345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04447323,"threshold_uncertainty_score":0.9960195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04084162707566164,"score_gpt":0.3820893121724228,"score_spread":0.3412476850967611,"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."}}