{"id":"W6922311979","doi":"10.11575/prism/45146","title":"How well do ICD-9 physician claim diagnostic codes identify confirmed pertussis cases in Alberta, Canada? A Canadian Immunization Research Network (CIRN) Study","year":2017,"lang":"en","type":"other","venue":"University of Calgary","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diagnosis code; Public health; Bordetella pertussis; Vaccination; Public health surveillance; Disease; Immunization; Diagnostic test","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008452536,0.0001507396,0.0003482258,0.0004938117,0.001127239,0.0001038179,0.000959067,0.0003172939,0.0004091006],"category_scores_gemma":[0.001826999,0.000180841,0.00004816974,0.0004523438,0.0007851396,0.0001026221,0.000130722,0.0003950532,0.000007231476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000699645,"about_ca_system_score_gemma":0.004256925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997514,"about_ca_topic_score_gemma":0.9999804,"domain_scores_codex":[0.9976875,0.0009052563,0.00009342834,0.000316011,0.0004739121,0.0005238601],"domain_scores_gemma":[0.9974718,0.001433731,0.0002121267,0.0005222131,0.0001932702,0.0001668256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001817241,0.0001998305,0.1443793,0.00007305873,0.0001754096,0.0004885303,0.008917544,0.00000535715,9.117613e-7,0.01269259,0.8129436,0.02010571],"study_design_scores_gemma":[0.0002128551,0.00003879883,0.03188154,0.0002890527,0.00004231991,3.112523e-7,0.06872091,0.000005184396,9.685778e-7,0.0002630639,0.8983362,0.0002087981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01755995,0.001441939,0.00005385239,0.006041726,0.000801707,0.00170026,0.00006008846,0.00007278999,0.9722677],"genre_scores_gemma":[0.5244117,0.001537296,0.0003422101,0.00004857043,0.0001634812,0.00000311335,0.00004881404,0.00005595139,0.4733889],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5068518,"threshold_uncertainty_score":0.8669924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04323353082109065,"score_gpt":0.3362609139207819,"score_spread":0.2930273830996912,"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."}}