{"id":"W2525342867","doi":"10.1097/mpa.0000000000000710","title":"Precision Medicine and Pancreatic Cancer","year":2016,"lang":"en","type":"article","venue":"Pancreas","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Center for Advancing Translational Sciences; National Cancer Institute","keywords":"Gemcitabine; Deoxycytidine kinase; Pancreatic cancer; Medicine; Oncology; Deoxycytidine; Internal medicine; Nucleoside transporter; Antimetabolite; Nucleoside analogue; Predictive marker; Fluorouracil; Cancer; Nucleoside; Biology; Transporter","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004459816,0.0001476335,0.0005666759,0.0001210584,0.00007789593,0.000004965745,0.00006914751,0.0001055257,0.002590885],"category_scores_gemma":[0.0009994335,0.00007339726,0.00003843741,0.000142074,0.000378046,0.00006569301,0.00005567519,0.000103042,0.0001305289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009003621,"about_ca_system_score_gemma":0.000140939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005202061,"about_ca_topic_score_gemma":0.00002765909,"domain_scores_codex":[0.9986988,0.00008144001,0.0002507069,0.0003059365,0.0003299378,0.0003331679],"domain_scores_gemma":[0.9984344,0.0007471625,0.00005730559,0.0003065354,0.0001216608,0.0003329515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005359182,0.00005704265,0.872534,0.00008571876,0.0001470138,0.00005117997,0.0002144399,1.341136e-8,0.02608537,0.001129684,0.009450867,0.08970872],"study_design_scores_gemma":[0.005330316,0.0008063519,0.9530906,0.001518179,0.0005416501,0.0002573639,0.000101806,0.00008319414,0.000827432,0.002579308,0.03469064,0.0001731381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9526586,0.004632573,0.0005146183,0.01519596,0.00009319596,0.0004127823,0.000008059829,0.00006917727,0.02641505],"genre_scores_gemma":[0.9747709,0.008592917,0.0008051638,0.0006627868,0.0004371274,0.0001118613,0.000003262235,0.0000227475,0.01459323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08953558,"threshold_uncertainty_score":0.9983209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05304534219934543,"score_gpt":0.3840976032207948,"score_spread":0.3310522610214494,"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."}}