{"id":"W3153315604","doi":"10.1002/9781119570097.ch53","title":"Clinical Usefulness of Biological Markers in Pancreatic Cancer","year":2021,"lang":"en","type":"other","venue":"","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biomarker; Pancreatic cancer; CA19-9; Cancer; Pancreatitis; Biomarker discovery; Medicine; Internal medicine; Stage (stratigraphy); Disease; Incidence (geometry); Oncology; Tumor marker; Cancer research; Biology; Proteomics; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001602441,0.0003773648,0.0007757188,0.0009730152,0.0001787077,0.001384736,0.0002516729,0.0003905391,0.002635573],"category_scores_gemma":[0.003515859,0.0001173868,0.0005475685,0.001387141,0.0003349284,0.0007024987,0.0004982919,0.0008616466,0.001149189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004923794,"about_ca_system_score_gemma":0.0004416451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004074086,"about_ca_topic_score_gemma":0.0007777647,"domain_scores_codex":[0.9992828,0.0002403059,0.00009271975,0.00008324139,0.0002600524,0.00004091753],"domain_scores_gemma":[0.998571,0.0007416549,0.0003030021,0.00004980449,0.0002628333,0.00007164408],"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":[0.001259279,0.00008946595,0.02316579,0.004386803,0.0003802624,0.0003381432,0.000120308,0.0003357251,0.003496361,0.001641783,0.01597863,0.9488075],"study_design_scores_gemma":[0.0004218128,0.002414836,0.1142009,0.01172022,0.002853242,0.006296607,0.0004495019,0.001131251,0.01855019,0.00940368,0.8323964,0.0001614081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01843413,0.9527617,0.001996376,0.004623804,0.000759537,0.00006824812,0.0007495976,0.0001129254,0.02049364],"genre_scores_gemma":[0.1645291,0.8134987,0.00797434,0.003115342,0.002278682,0.0001505679,0.001731028,0.00007251376,0.006649688],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002635573,"threshold_uncertainty_score":0.008816838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1533157426315373,"score_gpt":0.4480788554339979,"score_spread":0.2947631128024606,"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."}}