{"id":"W4312257850","doi":"10.1016/j.hpb.2022.05.645","title":"Comprehensive Multi-Omics Profiling Reveals Clinically Relevant Molecular Subtypes with Potential Therapeutic Opportunities for Resectable Pancreatic Cancer","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pancreatic cancer; Profiling (computer programming); Omics; Computational biology; Bioinformatics; Cancer; Internal medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008644352,0.0007400083,0.001167163,0.002101992,0.0006127003,0.00244493,0.0004487339,0.0006352185,0.002607464],"category_scores_gemma":[0.001354041,0.0002689871,0.001218124,0.002695125,0.00033352,0.0008248377,0.001371382,0.0009638457,0.0008358334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005814795,"about_ca_system_score_gemma":0.0009454804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001177744,"about_ca_topic_score_gemma":0.002465648,"domain_scores_codex":[0.9993563,0.00009576313,0.00007149054,0.0002010693,0.0001346684,0.0001407089],"domain_scores_gemma":[0.9994237,0.0001261187,0.0002085601,0.00007518518,0.00008077601,0.00008562703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002443056,0.0002600642,0.5742539,0.001325804,0.001934732,0.001563981,0.0004380021,0.002597455,0.2055238,0.002372365,0.01313999,0.1941468],"study_design_scores_gemma":[0.0001500242,0.000504631,0.8859241,0.0004932304,0.002953763,0.004488677,0.001676864,0.008478509,0.02894387,0.01023946,0.0560294,0.0001175115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209474,0.02902552,0.010015,0.005164145,0.0002421003,0.0001241921,0.02674988,0.000410993,0.007320809],"genre_scores_gemma":[0.9575581,0.007455755,0.009658038,0.001675921,0.0002161086,0.0001027156,0.02159952,0.0001024307,0.001631587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002607464,"threshold_uncertainty_score":0.008722842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135209577127657,"score_gpt":0.390924336237169,"score_spread":0.255714759109512,"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."}}