{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005893501,0.0001757695,0.0006495837,0.0001046336,0.0003371286,0.00001835148,0.0001547944,0.00008072459,0.0002442104],"category_scores_gemma":[0.0001206388,0.0001382319,0.0001131896,0.0001384654,0.0001637205,0.00003880719,0.0001030235,0.0003942689,0.000004255364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704688,"about_ca_system_score_gemma":0.0009548094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283722,"about_ca_topic_score_gemma":0.000007532771,"domain_scores_codex":[0.9980806,0.0002521072,0.0004219886,0.0003531579,0.0004218062,0.0004704144],"domain_scores_gemma":[0.9985468,0.0004224772,0.0001562722,0.000351268,0.0003623157,0.0001608474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03911355,0.002605039,0.584617,0.003252599,0.005210673,0.003450132,0.002357617,0.001306848,0.3234368,0.003116236,0.004356753,0.0271767],"study_design_scores_gemma":[0.07596354,0.04241852,0.1482334,0.001375459,0.01178926,0.002352097,0.05851228,0.574655,0.01148318,0.002421648,0.06757724,0.003218388],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832228,0.002539191,0.009913976,0.001457576,0.0001310908,0.002123024,0.0001270787,0.00006549026,0.0004198051],"genre_scores_gemma":[0.8966367,0.001557677,0.08255728,0.004152368,0.0002107456,0.002479406,0.0002654531,0.0001117607,0.01202856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5733482,"threshold_uncertainty_score":0.5636934,"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."}}