{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001691968,0.0006486393,0.0006240674,0.0005856049,0.0003501317,0.0008607112,0.0006615798,0.000622988,0.01037397],"category_scores_gemma":[0.002413787,0.000240078,0.001158871,0.0006775868,0.0003785854,0.0004876635,0.0009823977,0.0007513686,0.001753676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006049881,"about_ca_system_score_gemma":0.001209583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039673,"about_ca_topic_score_gemma":0.002182244,"domain_scores_codex":[0.9992738,0.0002569578,0.00005828011,0.0001783927,0.0001451261,0.00008748814],"domain_scores_gemma":[0.9981028,0.0002443989,0.0007617502,0.0001895515,0.0001454727,0.0005560459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08866637,0.001291736,0.7594228,0.0006664174,0.001793722,0.0003317313,0.0001488909,0.002483038,0.01183713,0.0006801146,0.02417149,0.1085065],"study_design_scores_gemma":[0.004497824,0.01453297,0.9398002,0.00009713483,0.002063471,0.001379452,0.0001456474,0.007527821,0.00434428,0.001423897,0.02412623,0.00006106922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596975,0.0006345686,0.002281512,0.0009645755,0.0001028767,0.001298015,0.02941278,0.0003255515,0.005282744],"genre_scores_gemma":[0.93953,0.0002475773,0.005027291,0.0006434101,0.0001854988,0.001696566,0.0469492,0.00009466657,0.005625868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01037397,"threshold_uncertainty_score":0.03470445,"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."}}