{"id":"W2017498030","doi":"10.1001/archsurg.137.2.191","title":"The Effect of Laparoscopy on Survival in Pancreatic Cancer","year":2002,"lang":"en","type":"article","venue":"Archives of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"National Cancer Institute","keywords":"Medicine; Laparotomy; Pancreatic cancer; Laparoscopy; Hazard ratio; Endoscopic retrograde cholangiopancreatography; Surgery; Laparoscopic surgery; Confidence interval; Malignancy; Proportional hazards model; Cancer; Internal medicine; Pancreatitis","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":[0.0005595862,0.00008927159,0.0006426722,0.000150573,0.00003629935,0.00000198577,0.00007635558,0.00003388271,0.0001313145],"category_scores_gemma":[0.0007371022,0.00005176416,0.0001229127,0.0001506197,0.000370215,0.0000147348,0.0000240963,0.0001565766,0.0000100308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001530654,"about_ca_system_score_gemma":0.00005796866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002875683,"about_ca_topic_score_gemma":0.00003560637,"domain_scores_codex":[0.9988122,0.0002909852,0.0003086363,0.0001198909,0.000227397,0.0002408909],"domain_scores_gemma":[0.9866874,0.01290649,0.00008709568,0.0002458372,0.0000125696,0.00006062609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009855826,0.00008682691,0.9757978,0.0001988264,0.00009015327,0.00001806735,0.0001939833,0.000002967546,0.002680997,0.00008474251,0.0004677208,0.01939235],"study_design_scores_gemma":[0.000810011,0.0005992064,0.9848273,0.0006549133,0.00007435206,0.000003525887,0.00004423505,0.001000587,0.0114659,0.0001164911,0.0003457722,0.00005766908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772612,0.001285614,0.000002669163,0.0006039217,0.00008864133,0.0002298461,0.000005672815,0.000006259129,0.0205162],"genre_scores_gemma":[0.9950436,0.003688001,0.00003713694,0.00002335433,0.00004131894,0.00005019137,0.000002132747,0.000009389801,0.001104884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01941131,"threshold_uncertainty_score":0.2110881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529391020733014,"score_gpt":0.3370306750868443,"score_spread":0.2917367648795141,"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."}}