{"id":"W4405612838","doi":"10.1016/j.pan.2024.05.135","title":"Futility of upfront resection for anatomically resectable pancreatic cancer: a Metroticket approach","year":2024,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic cancer; Resection; General surgery; Oncology; Radiology; Internal medicine; Cancer; Surgery","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":[0.001102466,0.0002223874,0.001266889,0.0003838379,0.0001000675,0.00001642674,0.0001593511,0.0003349362,0.0003740144],"category_scores_gemma":[0.000856123,0.0001775305,0.0002429985,0.0005505871,0.00038878,0.00007614509,0.0000647023,0.0003762515,0.00002108598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037289,"about_ca_system_score_gemma":0.0009125689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256991,"about_ca_topic_score_gemma":0.0001657168,"domain_scores_codex":[0.9976276,0.0002397531,0.0005879808,0.0006151616,0.0002978075,0.0006317163],"domain_scores_gemma":[0.9978974,0.001007053,0.00008651203,0.0004886891,0.0003079481,0.0002123851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01732287,0.001285541,0.864143,0.01150506,0.004250178,0.0001486594,0.001119477,0.0000146027,0.02127687,0.03629128,0.02619851,0.01644403],"study_design_scores_gemma":[0.02179592,0.01889198,0.3979265,0.002825944,0.01599491,0.003246728,0.002984471,0.3726483,0.05104306,0.02684856,0.08397958,0.001814081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550583,0.01149051,0.01141017,0.001216308,0.0003024825,0.001839222,0.0001119408,0.0001583572,0.01841274],"genre_scores_gemma":[0.9835572,0.0009626116,0.01138406,0.00008347669,0.0002332566,0.001017662,0.00008876184,0.00004203623,0.002630959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4662164,"threshold_uncertainty_score":0.7239483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04847252143305387,"score_gpt":0.38437095990808,"score_spread":0.3358984384750262,"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."}}