{"id":"W2895691398","doi":"10.1002/pds.4641","title":"Identification of incident pancreatic cancer in Ontario administrative health data: A validation study","year":2018,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; McGill University; McMaster University; University of Toronto; Jewish General Hospital","funders":"Canadian Institutes of Health Research; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Pancreatic cancer; Medical diagnosis; Confidence interval; Diagnosis code; Cancer registry; Cohort; Emergency medicine; Cancer; Predictive value; Internal medicine; Radiology; Population; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00826036,0.0006534184,0.0005442244,0.00216217,0.001898724,0.001755972,0.00220718,0.0006046933,0.0009719285],"category_scores_gemma":[0.03165498,0.0006085102,0.001239262,0.003425052,0.001215724,0.0007168627,0.001465747,0.000683689,0.0003774479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01658825,"about_ca_system_score_gemma":0.02278137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8694047,"about_ca_topic_score_gemma":0.8866479,"domain_scores_codex":[0.992292,0.001241663,0.0005905965,0.0009661666,0.004164917,0.0007446675],"domain_scores_gemma":[0.9701522,0.004015462,0.008453967,0.003850703,0.01230147,0.001226184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000605092,0.00003229066,0.9967362,0.00003613025,0.00007392365,0.00003128429,0.0002748732,0.0001357968,0.000107587,0.00003502542,0.0004573895,0.002019015],"study_design_scores_gemma":[0.00003045881,0.00002943561,0.9974849,0.00003138312,0.00005514457,0.00006497018,0.0001737726,0.0007346929,0.0001412863,0.00002202354,0.001223724,0.000008252418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985859,0.0004257572,0.001902343,0.0002595213,0.00002594135,0.0006465469,0.008100228,0.0000614243,0.002719249],"genre_scores_gemma":[0.983188,0.0003693794,0.003433407,0.0001753427,0.0000263543,0.0003923049,0.011771,0.00002378194,0.000620339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1305953,"threshold_uncertainty_score":0.2627287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1745032251642465,"score_gpt":0.5044180700708746,"score_spread":0.3299148449066281,"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."}}