{"id":"W4393246376","doi":"10.1097/js9.0000000000001407","title":"Perioperative outcomes and long-term survival of cryosurgery on unresectable pancreatic cancer: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"International Journal of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perioperative; Pancreatic cancer; Cochrane Library; Pancreatic fistula; Subgroup analysis; Meta-analysis; Internal medicine; Acute pancreatitis; Publication bias; Surgery; Cancer; Pancreas","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.003102652,0.0004499884,0.01585124,0.001654686,0.00003406857,0.00006996155,0.0002236785,0.000176237,0.000603652],"category_scores_gemma":[0.00185506,0.0002369732,0.003539225,0.0005372743,0.0001849632,0.0001126348,0.0001068859,0.0006015545,0.000008271605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369813,"about_ca_system_score_gemma":0.001222825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005067922,"about_ca_topic_score_gemma":0.00001478063,"domain_scores_codex":[0.9949863,0.0007402514,0.002552609,0.0003188936,0.001180021,0.0002219013],"domain_scores_gemma":[0.9918722,0.004986711,0.001691299,0.0002827283,0.0009525463,0.000214517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004705798,0.0001151614,0.01628352,0.5132276,0.4679323,0.000858185,0.00004225547,1.769857e-7,1.737843e-7,0.00004334482,0.0002307827,0.001219398],"study_design_scores_gemma":[0.0001473069,0.00007525161,0.001548765,0.1449323,0.851509,0.0008157925,0.00001680958,0.000002911155,2.899239e-7,0.000006353729,0.0007810537,0.0001641902],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009880427,0.9966443,0.00001229641,0.0009647012,0.0002901378,0.0008045544,0.0001781104,0.000006352217,0.0001115502],"genre_scores_gemma":[0.00107112,0.9958823,0.00002896184,0.0002227854,0.0001053159,0.0001507121,0.00003093448,0.00003608958,0.002471734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3835767,"threshold_uncertainty_score":0.9987594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2105623972257115,"score_gpt":0.4701897208584297,"score_spread":0.2596273236327182,"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."}}