{"id":"W2151916354","doi":"10.1128/jcm.02436-06","title":"Development of a Respiratory Virus Panel Test for Detection of Twenty Human Respiratory Viruses by Use of Multiplex PCR and a Fluid Microbead-Based Assay","year":2007,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Respiratory viral infections research","field":"Medicine","cited_by":365,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Virology; Multiplex; Rhinovirus; Human metapneumovirus; Virus; Biology; Human bocavirus; Multiplex polymerase chain reaction; Coronavirus; Influenza A virus; Enterovirus; Polymerase chain reaction; Respiratory system; Respiratory tract infections; Medicine; Coronavirus disease 2019 (COVID-19)","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":[0.003333529,0.001459471,0.001185306,0.002863755,0.0003513488,0.0007609486,0.000996489,0.001102428,0.001786071],"category_scores_gemma":[0.002169307,0.0009080003,0.0007455429,0.0008954054,0.0003344619,0.0009402972,0.0009265694,0.0008634416,0.001147595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004802512,"about_ca_system_score_gemma":0.000805654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00142361,"about_ca_topic_score_gemma":0.002503373,"domain_scores_codex":[0.9960759,0.000772568,0.0002395633,0.0009810404,0.001690572,0.0002402765],"domain_scores_gemma":[0.9989507,0.000362978,0.0001175748,0.0000595907,0.000382264,0.0001268624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001418587,0.001380643,0.09163271,0.0005140872,0.0003228005,0.0006186895,0.0004434294,0.002843094,0.6878729,0.0008352328,0.003833342,0.2082843],"study_design_scores_gemma":[0.0007546113,0.01447809,0.1708366,0.0003511929,0.0007220675,0.006317181,0.0002884379,0.1079263,0.6654369,0.00114167,0.03135499,0.0003918045],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4622776,0.004751154,0.5081294,0.0006371564,0.0004872636,0.004569347,0.004621067,0.004615048,0.009912067],"genre_scores_gemma":[0.4397378,0.001261967,0.5446534,0.0009969031,0.0001351613,0.003820417,0.003960748,0.0001029826,0.005330732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003333529,"threshold_uncertainty_score":0.01762956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2793139903107201,"score_gpt":0.4618924733429814,"score_spread":0.1825784830322613,"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."}}