{"id":"W2101259408","doi":"10.1016/j.ijmedinf.2007.04.003","title":"The demographic bias of Email as a survey method in a pediatric emergency population","year":2007,"lang":"en","type":"article","venue":"International Journal of Medical Informatics","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; Izaak Walton Killam Health Centre","funders":"","keywords":"Population; Medicine; Demography; Family medicine; Environmental health","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05078128,0.0001041797,0.0002838818,0.0006146848,0.0001642123,0.00001683547,0.000876586,0.0002553916,0.0004890008],"category_scores_gemma":[0.0160994,0.00006427131,0.0001177548,0.0006536826,0.00004060542,0.0009156925,0.0001241672,0.001175618,0.00002808237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000146712,"about_ca_system_score_gemma":0.0007109742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007547256,"about_ca_topic_score_gemma":0.001241756,"domain_scores_codex":[0.9883342,0.0007974319,0.007933185,0.00004811652,0.002558324,0.0003287709],"domain_scores_gemma":[0.9898386,0.003683049,0.004227924,0.0001549651,0.001826666,0.0002687804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002347675,0.00006718741,0.9544458,0.0001556245,0.0000273542,0.000003215016,0.004536168,0.00002282693,1.936284e-7,0.002121158,0.001556307,0.03682943],"study_design_scores_gemma":[0.001037715,0.00006662981,0.9800685,0.0001834142,0.000008836492,0.00002293337,0.002249731,0.007158816,0.000003037601,0.001938773,0.00719112,0.00007049667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9336889,0.0001551044,0.05957934,0.0013522,0.00330083,0.0002292294,0.00001264595,0.00000829167,0.00167341],"genre_scores_gemma":[0.9902472,0.00215666,0.005426887,0.001558533,0.0005172637,0.000004440817,0.00002910246,0.000007154653,0.00005274508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05655827,"threshold_uncertainty_score":0.9921884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029686571510866,"score_gpt":0.5383444670233483,"score_spread":0.4353758098722617,"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."}}