{"id":"W3205432791","doi":"10.1177/11772719211049852","title":"Advancing the Care of Pancreatic Cancer Patients: Moving Beyond Just Tumour Tissue","year":2021,"lang":"en","type":"review","venue":"Biomarker Insights","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; Vancouver General Hospital; BC Cancer Agency; Pancreas Centre (Canada); University of British Columbia","funders":"","keywords":"Medicine; Pancreatic cancer; Biobank; Incidence (geometry); Microbiome; Cancer; Disease; Colorectal cancer; Intensive care medicine; Breast cancer; Bioinformatics; Internal medicine; Oncology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000273405,0.0005017609,0.003165136,0.0002773906,0.00020716,0.0000253198,0.0003417788,0.0004366834,0.0004796169],"category_scores_gemma":[0.0005097285,0.0002845606,0.0004632887,0.0007149889,0.0002612073,0.00006701386,0.0002444134,0.0004994531,0.0000399598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005647861,"about_ca_system_score_gemma":0.002212837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003744225,"about_ca_topic_score_gemma":0.0001749481,"domain_scores_codex":[0.9966738,0.0005479972,0.00100949,0.0005687199,0.0006861025,0.0005138462],"domain_scores_gemma":[0.9970168,0.0008044213,0.000525922,0.0007610898,0.0006692034,0.0002225527],"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":[0.00004482414,0.0002700759,0.002495293,0.04398422,0.001697267,0.000234864,0.00143101,7.706485e-8,0.00004862118,0.0001152289,0.004632074,0.9450464],"study_design_scores_gemma":[0.000740785,0.0002121906,0.001769303,0.03095801,0.006163122,0.00004773802,0.0005493518,0.000008551551,0.00004638309,0.000008117509,0.9591885,0.000307992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00293701,0.9843722,0.0000104716,0.00005790555,0.0004828936,0.001877691,0.00009004849,0.00002842261,0.01014338],"genre_scores_gemma":[0.001873719,0.99476,0.0003006069,0.00008546745,0.0003031954,0.0004039284,0.0004344364,0.00008466345,0.001754015],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9545564,"threshold_uncertainty_score":0.9999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05679503931039245,"score_gpt":0.3967886273366778,"score_spread":0.3399935880262853,"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."}}