{"id":"W4200207282","doi":"10.1159/000520946","title":"Cell Type of Pancreatic Ductal Adenocarcinoma Origin: Implications for Prognosis and Clinical Outcomes","year":2021,"lang":"en","type":"review","venue":"Visceral Medicine","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cancer research; Pancreatic ductal adenocarcinoma; Carcinogenesis; Biology; Cell; Disease; Ductal cells; Cell type; Adenocarcinoma; Pancreas; Medicine; Pancreatic cancer; Bioinformatics; Pathology; Cancer; Genetics; Endocrinology","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":[0.0007932452,0.00040076,0.005249013,0.0002554367,0.00007940119,0.000006946758,0.0001818318,0.0004677858,0.0002425138],"category_scores_gemma":[0.001787194,0.0002482371,0.000504001,0.0004478459,0.0006139672,0.00002536664,0.0001009736,0.000522045,0.00001301801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009057677,"about_ca_system_score_gemma":0.001265214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007120246,"about_ca_topic_score_gemma":0.000004754026,"domain_scores_codex":[0.9970188,0.0002302738,0.001473932,0.000607057,0.000273203,0.000396797],"domain_scores_gemma":[0.9956385,0.002455373,0.0004658359,0.0005993359,0.0004579977,0.0003828947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008394168,0.0005043687,0.8099727,0.02984891,0.001952147,0.00004557185,0.00007853367,3.146678e-9,0.000002714914,0.0006238567,0.01592045,0.1409668],"study_design_scores_gemma":[0.004529174,0.005634872,0.2813368,0.01911918,0.02961941,0.0005213751,0.0001051264,0.00001251928,5.621205e-7,0.0001393825,0.6585798,0.0004017172],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004323252,0.9893823,0.00004701703,0.001908764,0.0002915374,0.002947938,0.00007028527,0.00002994007,0.0009989196],"genre_scores_gemma":[0.0007432984,0.991712,0.002308296,0.0001420914,0.0007226382,0.0003729229,0.0004747365,0.00006408522,0.00345987],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6426594,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2966167847433605,"score_gpt":0.5366719740275404,"score_spread":0.2400551892841799,"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."}}