{"id":"W2324979767","doi":"10.1017/s0950268812002531","title":"Optimal number of samples to test for institutional respiratory infection outbreaks in Ontario","year":2012,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Respiratory viral infections research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Toronto; Public Health Ontario","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Outbreak; Respiratory system; Virology; Virus; Influenza A virus; Respiratory disease; Medicine; Biology; Internal medicine; Lung","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003275173,0.0005320269,0.000881109,0.001344778,0.001660179,0.001345029,0.001168293,0.0005047284,0.001559238],"category_scores_gemma":[0.01223966,0.0006778606,0.0004082859,0.0007497229,0.0008581431,0.001116726,0.00102346,0.000400227,0.0003003425],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007576244,"about_ca_system_score_gemma":0.009264195,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4059474,"about_ca_topic_score_gemma":0.5751373,"domain_scores_codex":[0.9960418,0.0007159227,0.0003570753,0.0004981383,0.001546015,0.0008411233],"domain_scores_gemma":[0.9919517,0.001549885,0.001991537,0.000272321,0.00351952,0.0007151279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002103355,0.0003097875,0.8883265,0.0005809007,0.0001042792,0.001414837,0.002479896,0.001915117,0.03590832,0.0001363385,0.00219596,0.06452468],"study_design_scores_gemma":[0.00008115087,0.0009429526,0.9781892,0.0002167899,0.000104276,0.0005829664,0.003084058,0.002877689,0.009770702,0.000137831,0.003976593,0.00003578153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894137,0.001538397,0.003112685,0.0005259295,0.00005117208,0.0006347401,0.0006093057,0.0001465106,0.003967511],"genre_scores_gemma":[0.9891003,0.000734319,0.008232657,0.0002122575,0.00003281875,0.0002039299,0.0005536644,0.00002016553,0.0009099356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9924238,"threshold_uncertainty_score":0.8071691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1644853373924584,"score_gpt":0.429667788578686,"score_spread":0.2651824511862276,"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."}}