{"id":"W4411689820","doi":"10.36584/cjic.2024.002.04.113.119","title":"An assessment of the validity and reliability of SARS-CoV-2 infection surveillance data from the Canadian Nosocomial Infection Surveillance Program","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Infection Control","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Infection control; Reliability (semiconductor); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Medicine; Virology; Environmental health; Intensive care medicine; Infectious disease (medical specialty); Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0053678,0.0002091727,0.0005928895,0.0001490102,0.0004246448,0.0001295057,0.0002964828,0.0001858385,0.00002908843],"category_scores_gemma":[0.008936536,0.0001285864,0.0001972678,0.0004449078,0.0003832202,0.0003042528,0.0000445551,0.0006410834,8.29456e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008422134,"about_ca_system_score_gemma":0.002104189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.826845,"about_ca_topic_score_gemma":0.9899802,"domain_scores_codex":[0.9966866,0.00153141,0.0008918748,0.0003113582,0.0002708699,0.0003079186],"domain_scores_gemma":[0.9945928,0.003242831,0.0006478476,0.0006872218,0.0006009222,0.0002283924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001434125,0.000044293,0.9933929,0.00008202082,0.0001225961,0.000003189877,0.00008171179,0.0002838078,0.0001875035,0.0003259775,0.003207566,0.00225412],"study_design_scores_gemma":[0.0004312421,0.0002742367,0.9723136,0.0000993019,0.00009150404,0.00001807214,0.000005638555,0.006232693,0.00006767588,0.005231277,0.01511018,0.0001245357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988872,0.0001427252,0.004454602,0.003522946,0.001566484,0.0007676396,0.0005157269,0.00003115308,0.0001267544],"genre_scores_gemma":[0.9990014,0.0001056514,0.0002050275,0.0002395442,0.0003996268,0.00001838102,0.00001196368,0.00001624264,0.00000209305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1631351,"threshold_uncertainty_score":0.9994116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1943051829864527,"score_gpt":0.4443305748375951,"score_spread":0.2500253918511424,"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."}}