{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001202338,0.0003488788,0.0007094499,0.001166672,0.0002377763,0.00006199444,0.000149433,0.0001812418,0.0001361125],"category_scores_gemma":[0.00169847,0.0003319916,0.00005134593,0.003126526,0.0002269623,0.001211051,0.00009628732,0.0004749991,0.00001276501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004317301,"about_ca_system_score_gemma":0.001288081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4870479,"about_ca_topic_score_gemma":0.7959403,"domain_scores_codex":[0.9969587,0.0004568749,0.0008772207,0.0004518006,0.0005833422,0.000672105],"domain_scores_gemma":[0.9971565,0.000894354,0.0002779299,0.0006911579,0.0005086761,0.000471366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006547312,0.0002227581,0.8688764,0.00006368906,0.0001173313,0.000008598145,0.0001174398,0.0001285561,0.1293244,0.0001197878,0.0003915661,0.0005640389],"study_design_scores_gemma":[0.0009664852,0.0004550397,0.809994,0.00008347667,0.00003853769,0.00000265682,0.00007152651,0.00003816253,0.06321754,0.000003303893,0.1247916,0.0003376133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981909,0.0002455761,0.00002081621,0.00002844857,0.0001152212,0.0006644327,0.0004015884,0.00005961083,0.0002733387],"genre_scores_gemma":[0.9949926,0.000002059755,0.0001501808,0.004472448,0.0001863033,0.00008802248,0.00001343775,0.00007651981,0.00001840185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3088925,"threshold_uncertainty_score":0.9999132,"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."}}