{"id":"W4205476752","doi":"10.1200/jco.2022.40.4_suppl.tps635","title":"PASS-01: Pancreatic adenocarcinoma signature stratification for treatment–01.","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; Ontario Institute for Cancer Research; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Gemcitabine; Oncology; Pancreatic cancer; Internal medicine; Pancreatic ductal adenocarcinoma; Chemotherapy; Paclitaxel; Adenocarcinoma; Cancer","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":[0.000986843,0.000111625,0.0005291317,0.00003862887,0.0001070582,0.00000885598,0.0002201504,0.000220209,0.00006960175],"category_scores_gemma":[0.0009530086,0.00009400873,0.0004189121,0.00005178561,0.00006262169,0.000003485741,0.0000580417,0.000209176,0.000001522574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239856,"about_ca_system_score_gemma":0.001281385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009756815,"about_ca_topic_score_gemma":0.0000480152,"domain_scores_codex":[0.9982569,0.0002209739,0.001023227,0.0002086366,0.000123202,0.0001670721],"domain_scores_gemma":[0.9978344,0.0006679887,0.0009954558,0.0002091478,0.0001488429,0.0001441925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02741322,0.009703994,0.1503695,0.00009001313,0.003431714,0.0003712749,0.0004507163,0.008575397,0.1587361,0.005512947,0.223869,0.4114762],"study_design_scores_gemma":[0.007702985,0.04864196,0.0552777,0.000006230666,0.0004676833,0.0001808714,0.0003526582,0.0002765286,0.003445413,0.002053423,0.8813591,0.0002354527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888352,0.003754029,0.00150435,0.003058042,0.001712154,0.0003339199,0.0001056224,0.000003184691,0.0006934685],"genre_scores_gemma":[0.9932356,0.0009729965,0.002204809,0.001159239,0.001876291,0.00004616988,0.0000848077,0.00001768102,0.0004023478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6574901,"threshold_uncertainty_score":0.3833565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07209908724501828,"score_gpt":0.4070004096985355,"score_spread":0.3349013224535172,"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."}}