{"id":"W2015466683","doi":"10.3390/v4112754","title":"Use of an Innovative Web-Based Laboratory Surveillance Platform to Analyze Mixed Infections Between Human Metapneumovirus (hMPV) and Other Respiratory Viruses Circulating in Alberta (AB), Canada (2009–2012)","year":2012,"lang":"en","type":"article","venue":"Viruses","topic":"Respiratory viral infections research","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; University of Calgary; University of Alberta; Provincial Laboratory of Public Health","funders":"","keywords":"Human metapneumovirus; Rhinovirus; Metapneumovirus; Virology; Enterovirus; Respiratory system; Medicine; Virus; Respiratory tract infections; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001693453,0.0005897853,0.0003003308,0.002696885,0.0006377851,0.00110853,0.0008102618,0.0002619177,0.0006965662],"category_scores_gemma":[0.00171189,0.00026623,0.0003079899,0.002087038,0.0002653502,0.0003470494,0.0007852105,0.0002378214,0.000193222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005262495,"about_ca_system_score_gemma":0.005966301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7794228,"about_ca_topic_score_gemma":0.8342543,"domain_scores_codex":[0.99888,0.0001688036,0.00006584925,0.0002369903,0.0004843,0.0001640832],"domain_scores_gemma":[0.9980903,0.0001872549,0.0003560438,0.00009803622,0.0008947065,0.0003736686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004887669,0.0002358039,0.9456121,0.00007841088,0.0001180297,0.0001284758,0.0005697458,0.001673435,0.008143848,0.00008468927,0.001150371,0.04171637],"study_design_scores_gemma":[0.00007325163,0.0004424474,0.9813529,0.00003236268,0.00008690605,0.000164579,0.0006708231,0.01172134,0.002865278,0.00003982638,0.002516662,0.00003380572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878824,0.0004447698,0.002979716,0.0001339743,0.00002647584,0.0006066316,0.005454849,0.0003553089,0.00211593],"genre_scores_gemma":[0.9739842,0.0002500516,0.0190097,0.0001418515,0.00002742876,0.000275577,0.005325293,0.00001562432,0.000970401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2205772,"threshold_uncertainty_score":0.4437523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227163474938878,"score_gpt":0.3776068088325083,"score_spread":0.2548904613386205,"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."}}