{"id":"W2002135621","doi":"10.1016/j.vaccine.2006.10.004","title":"Using OHIP physician billing claims to ascertain individual influenza vaccination status","year":2006,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Institute for Clinical Evaluative Sciences","funders":"","keywords":"Vaccination; Medicine; Family medicine; Immunization; Health plan; Predictive value; Gold standard (test); Health care; Immunology; Internal medicine","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":[0.007218715,0.0004973637,0.0007835531,0.003579928,0.0008221901,0.00139676,0.001005342,0.0008552338,0.00233431],"category_scores_gemma":[0.02725187,0.0005941251,0.00136051,0.004606143,0.0003175954,0.001270041,0.0008344511,0.001048962,0.0005442322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006097325,"about_ca_system_score_gemma":0.001060954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02219251,"about_ca_topic_score_gemma":0.02842348,"domain_scores_codex":[0.9935011,0.003418156,0.001085566,0.0006488125,0.0009746933,0.0003716048],"domain_scores_gemma":[0.9673922,0.01649554,0.01010458,0.002804241,0.002297343,0.0009061719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000122654,0.00005460643,0.9978102,0.00003029418,0.000218414,0.00001826134,0.00005663606,0.00003613256,0.00006587854,0.00003929666,0.0002763106,0.001271433],"study_design_scores_gemma":[0.0000303688,0.000179888,0.9978083,0.00002572397,0.0002966239,0.0001009786,0.0001756605,0.0005994593,0.000145885,0.00007384044,0.0005570722,0.000006344072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867449,0.0007216071,0.0006343146,0.0001458537,0.00004182996,0.0001174832,0.008179403,0.00001365793,0.003400937],"genre_scores_gemma":[0.9913965,0.0003025712,0.001191659,0.0001697473,0.00005318382,0.0001342314,0.006179933,0.000007333514,0.000564917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02219251,"threshold_uncertainty_score":0.04412669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251627169035587,"score_gpt":0.407518601516826,"score_spread":0.2823558846132673,"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."}}