{"id":"W2753033885","doi":"10.1007/s11938-017-0150-2","title":"Recent Advances in Pancreatic Cancer Surgery","year":2017,"lang":"en","type":"review","venue":"Current Treatment Options in Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic cancer; General surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004341193,0.0006059532,0.004708722,0.001241619,0.0001012981,0.0000203482,0.0002394362,0.0003248316,0.0003874115],"category_scores_gemma":[0.0002212906,0.0004488705,0.0005378282,0.0002546893,0.0003371766,0.0001161604,0.00009514857,0.0006776214,0.0001009546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002273297,"about_ca_system_score_gemma":0.001216597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005688335,"about_ca_topic_score_gemma":0.001270844,"domain_scores_codex":[0.9962563,0.0006257108,0.001180758,0.0007831644,0.0002168413,0.0009372491],"domain_scores_gemma":[0.9979033,0.0004662446,0.0004876362,0.0008581732,0.00007173282,0.000212946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001471945,0.001187259,0.3057695,0.002600681,0.0001857671,0.000155382,0.00002094072,0.000001401343,1.052361e-8,0.00001225643,0.0001461622,0.6897734],"study_design_scores_gemma":[0.001849069,0.0005489047,0.01759666,0.01784593,0.001571345,0.0001941969,0.00001063898,0.00002093679,1.504192e-8,0.00002075599,0.9601793,0.0001622634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002730891,0.9933538,0.000009364152,0.0002625819,0.001008245,0.002096143,0.0001164594,0.00003015663,0.000392315],"genre_scores_gemma":[0.00006207971,0.9936728,0.0001147475,0.00001996412,0.0002512382,0.004907482,0.0005883285,0.00004740784,0.0003358921],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9600331,"threshold_uncertainty_score":0.9997963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2376002069507295,"score_gpt":0.4956184356636288,"score_spread":0.2580182287128993,"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."}}