{"id":"W4394855590","doi":"10.3390/curroncol31040167","title":"Multimodal Approaches to Patient Selection for Pancreas Cancer Surgery","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pancreatic cancer; General surgery; Pancreatic ductal adenocarcinoma; Cancer; Surgical resection; Pancreas; Surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003143767,0.0003775688,0.000470947,0.001093137,0.0004166098,0.001201876,0.0005685531,0.0004699494,0.003209061],"category_scores_gemma":[0.007287767,0.0001082491,0.0007398359,0.0006760477,0.0005176964,0.0009546844,0.001199421,0.001341479,0.0007064483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008663887,"about_ca_system_score_gemma":0.001762616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004723773,"about_ca_topic_score_gemma":0.002173882,"domain_scores_codex":[0.9985595,0.0008206921,0.0002051707,0.0001271386,0.0002316335,0.00005572005],"domain_scores_gemma":[0.9978561,0.001164228,0.000413653,0.00007208415,0.0003069043,0.000187113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00019947,0.0001121924,0.01973374,0.003444261,0.0003032634,0.000847272,0.0003461165,0.001204339,0.001157835,0.004334507,0.02528871,0.9430283],"study_design_scores_gemma":[0.0004113853,0.001663859,0.1098111,0.03466614,0.001966722,0.01603774,0.003508122,0.003356519,0.003973926,0.04039598,0.7840143,0.0001942327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04636202,0.7966279,0.03255501,0.0706006,0.003649212,0.0006776775,0.000575155,0.0002968962,0.0486555],"genre_scores_gemma":[0.3322122,0.5788199,0.05071565,0.02454403,0.00822319,0.001157832,0.001124496,0.00007920165,0.003123449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003209061,"threshold_uncertainty_score":0.01662606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4146745829360666,"score_gpt":0.4716560597869993,"score_spread":0.05698147685093274,"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."}}