{"id":"W4293569136","doi":"10.53730/ijhs.v6ns6.12062","title":"Detection of respiratory viruses in clinical samples","year":2022,"lang":"en","type":"article","venue":"International Journal of Health Sciences","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Genome; DNA sequencing; Biology; Viral infection; Respiratory system; Virology; Computational biology; Virus; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002942872,0.0008885823,0.001105383,0.003645431,0.0007163137,0.00222875,0.0008512938,0.001543417,0.002620399],"category_scores_gemma":[0.006080755,0.000480034,0.0007084133,0.001741518,0.0007871606,0.0007568568,0.0009765932,0.001292328,0.00397377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000425506,"about_ca_system_score_gemma":0.00101724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001551648,"about_ca_topic_score_gemma":0.001684919,"domain_scores_codex":[0.9946229,0.001106078,0.0005518557,0.0009571225,0.00240997,0.0003520086],"domain_scores_gemma":[0.9980508,0.0005109921,0.000257722,0.0001560973,0.0009053497,0.0001190816],"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":[0.00122022,0.0004322244,0.2023925,0.006933502,0.0003314496,0.008414507,0.002919134,0.0008359581,0.5043786,0.002424289,0.0201111,0.2496065],"study_design_scores_gemma":[0.0001162003,0.001535639,0.1941243,0.005043323,0.0006746172,0.03563317,0.005505838,0.006102712,0.4585994,0.004374054,0.2880492,0.0002414811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4883486,0.1690536,0.2259913,0.006326152,0.005852606,0.005896762,0.03172445,0.004377321,0.06242929],"genre_scores_gemma":[0.6563705,0.07382905,0.2071838,0.008120984,0.002113307,0.002648081,0.03232431,0.0005984396,0.01681162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003645431,"threshold_uncertainty_score":0.01556361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3320435813902892,"score_gpt":0.5591708182672522,"score_spread":0.227127236876963,"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."}}