{"id":"W3087538637","doi":"10.1002/ijc.33304","title":"Stroma vs epithelium‐enhanced prognostics through histologic stratification in pancreatic ductal adenocarcinoma","year":2020,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Centre for Advancing Health Outcomes; Vancouver General Hospital; Pancreas Centre (Canada); University of British Columbia","funders":"BC Cancer Agency; VGH and UBC Hospital Foundation","keywords":"Stromal cell; Stroma; Laser capture microdissection; Biology; Pathology; Gene signature; Adenocarcinoma; Immunohistochemistry; Microdissection; Pancreatic cancer; Epithelium; Gene expression; Oncology; Gene; Internal medicine; Cancer research; Cancer; Medicine; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005960853,0.0001621562,0.0001847449,0.0008211867,0.0001934152,0.0004892712,0.0001593797,0.0001518673,0.0005154759],"category_scores_gemma":[0.0009365344,0.0001137437,0.0001915527,0.000643927,0.0001989514,0.0002220974,0.0003018524,0.0001774865,0.0001460647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156624,"about_ca_system_score_gemma":0.0001880151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007787402,"about_ca_topic_score_gemma":0.002149727,"domain_scores_codex":[0.999781,0.00008453657,0.00001896819,0.00003788311,0.00004414133,0.00003356276],"domain_scores_gemma":[0.9995777,0.00009893124,0.0001400072,0.00004497979,0.0000788565,0.00005946932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001053172,0.00002987967,0.9663822,0.00002144502,0.00007497056,0.0001102097,0.00007820583,0.0005374837,0.01842712,0.00006885311,0.0000953276,0.01312123],"study_design_scores_gemma":[0.00001348498,0.0002577044,0.9918643,0.000007809946,0.00009646345,0.0003333946,0.0001598181,0.002744935,0.003849776,0.0002692738,0.0003951527,0.000007840991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989437,0.0003700911,0.0003772081,0.00002142637,0.000003323828,0.000004257976,0.00006118621,0.000007492934,0.0002114263],"genre_scores_gemma":[0.999413,0.00009323675,0.0002860911,0.000008410665,0.000004465749,0.000002274463,0.00009336079,0.000002251179,0.00009692037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008211867,"threshold_uncertainty_score":0.00315249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05709990561824816,"score_gpt":0.3827176512633014,"score_spread":0.3256177456450532,"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."}}