{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007402333,0.0001312028,0.0008104107,0.0001332008,0.0001189923,0.000003059698,0.0001439635,0.00006540843,0.0003595211],"category_scores_gemma":[0.0009124273,0.0001080613,0.00002508038,0.0001666395,0.0003468063,0.0001288041,0.0001263126,0.0003370848,0.00001068315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002848205,"about_ca_system_score_gemma":0.001164358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07251207,"about_ca_topic_score_gemma":0.1391364,"domain_scores_codex":[0.9966204,0.001488757,0.001014578,0.0004447475,0.000152099,0.0002794361],"domain_scores_gemma":[0.997826,0.001129212,0.0003917573,0.0003742115,0.0001339564,0.0001448528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001223233,0.0004863131,0.9888846,0.0000689642,0.000165593,0.000007771236,0.00510135,0.000002495183,0.0005250006,0.0001078755,0.0009098373,0.002517023],"study_design_scores_gemma":[0.002466162,0.0005552444,0.99282,0.00007361124,0.0002026483,0.00001616378,0.000981304,0.001845345,0.0003324166,0.0002075793,0.000424161,0.00007531165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926177,0.0006157212,0.0006030937,0.004347997,0.0001423032,0.001181703,0.00004857731,0.00001355642,0.0004293295],"genre_scores_gemma":[0.9973975,0.0009235098,0.0002771518,0.0005115865,0.0001006688,0.00008457435,0.00009431516,0.000007218666,0.000603471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06662437,"threshold_uncertainty_score":0.9336641,"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."}}