{"id":"W4390915206","doi":"10.1158/1538-7445.panca2023-ia15","title":"Abstract IA15: What the surgeon has learned from pancreas cancer genomics, and vice versa","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Genomics; Disease; Medicine; Genome; Biology; Genetics; Internal medicine; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01476368,0.001012263,0.001537615,0.00257951,0.002587251,0.00882329,0.001837526,0.009659989,0.011672],"category_scores_gemma":[0.03691713,0.0004916026,0.001411242,0.001490772,0.00721754,0.01524997,0.004184812,0.02437395,0.005095102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003859275,"about_ca_system_score_gemma":0.006001946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005204144,"about_ca_topic_score_gemma":0.006175345,"domain_scores_codex":[0.9956494,0.001601352,0.0004237698,0.0007685237,0.001059837,0.0004971608],"domain_scores_gemma":[0.9647932,0.0116464,0.001032906,0.002337832,0.009894303,0.01029536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001117636,0.00005569861,0.001630247,0.0005581785,0.00006355681,0.0009158755,0.0004520716,0.0001800643,0.0003142759,0.01319761,0.8063043,0.1762163],"study_design_scores_gemma":[0.00003436195,0.0001122766,0.001378393,0.002288145,0.0000413515,0.003031301,0.001687282,0.0002304042,0.0002025099,0.03978991,0.9511169,0.00008722961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007271724,0.09006374,0.001365011,0.8444726,0.0592086,0.000009329766,0.0001076346,0.0001169218,0.003929089],"genre_scores_gemma":[0.02089868,0.1912867,0.003926697,0.5882878,0.1812975,0.00004506013,0.0002620649,0.0002812426,0.01371424],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01476368,"threshold_uncertainty_score":0.07807875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2102480556670486,"score_gpt":0.4542234809942245,"score_spread":0.243975425327176,"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."}}