{"id":"W4416210024","doi":"10.3399/bjgpo.2025.0142","title":"The sensitivity of decision support tools for identifying patients with pancreatic cancer","year":2025,"lang":"en","type":"article","venue":"BJGP Open","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Pancreatic cancer; Decision support system; Sensitivity (control systems); Cancer; MEDLINE; Epigastric pain","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":[0.08952551,0.0007840998,0.001101853,0.004148891,0.0005723425,0.003123343,0.001453306,0.001386534,0.001344171],"category_scores_gemma":[0.3439208,0.0006114527,0.002576729,0.003009003,0.0012555,0.00237501,0.00270091,0.001410791,0.0002546493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278591,"about_ca_system_score_gemma":0.001866167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00458994,"about_ca_topic_score_gemma":0.003519505,"domain_scores_codex":[0.8857175,0.08541606,0.01078548,0.00418554,0.01170447,0.002190996],"domain_scores_gemma":[0.5263939,0.4131497,0.03474535,0.008187366,0.01428147,0.003242234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009120578,0.00009145331,0.9739818,0.0004505797,0.0005821667,0.00004944308,0.00117617,0.001101072,0.00007605107,0.0002210661,0.0005574989,0.02080067],"study_design_scores_gemma":[0.0002598531,0.002345339,0.9420958,0.001761656,0.001215145,0.0007628432,0.002888169,0.03905278,0.001363813,0.002988139,0.005071428,0.0001951492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808401,0.004088517,0.006729088,0.001982903,0.000174402,0.0004528672,0.0008482697,0.00007516961,0.004808594],"genre_scores_gemma":[0.9947059,0.0002855942,0.004304433,0.0002093314,0.00003607908,0.0001326423,0.0002349911,0.000006085302,0.0000850082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08952551,"threshold_uncertainty_score":0.4734618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07891135472483264,"score_gpt":0.4374119839562021,"score_spread":0.3585006292313694,"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."}}