{"id":"W3011782337","doi":"10.1111/all.14276","title":"The international sinonasal microbiome study: A multicentre, multinational characterization of sinonasal bacterial ecology","year":2020,"lang":"en","type":"article","venue":"Allergy","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microbiome; Biology; Human Microbiome Project; Corynebacterium; Moraxella; Human microbiome; Relative species abundance; Ecology; Abundance (ecology); Bioinformatics; Genetics; Bacteria","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":[0.003089592,0.0005935924,0.0005050802,0.001139462,0.001133892,0.0009698106,0.0006066748,0.000646879,0.001087628],"category_scores_gemma":[0.002616858,0.0004312877,0.0005498404,0.002386579,0.0005235199,0.0006710661,0.002749032,0.0007157241,0.000539293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000670967,"about_ca_system_score_gemma":0.001823915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01429662,"about_ca_topic_score_gemma":0.02556073,"domain_scores_codex":[0.9986652,0.0004960774,0.0001217878,0.0003122845,0.0002152156,0.0001893798],"domain_scores_gemma":[0.9981247,0.0001522423,0.0006152912,0.0004347928,0.0002000761,0.0004729368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004823135,0.0001106013,0.9902692,0.0000737966,0.0001558598,0.0001081114,0.000669671,0.00006526068,0.001914268,0.00006297439,0.001512878,0.004574996],"study_design_scores_gemma":[0.0000408086,0.0001893784,0.9973917,0.00002455884,0.00007973974,0.000221821,0.0004190454,0.00007068565,0.0001575989,0.00001786401,0.001379264,0.000007620572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931545,0.0004345704,0.0005103924,0.0001885053,0.0000192945,0.0001543515,0.004650635,0.00001440822,0.0008734326],"genre_scores_gemma":[0.9818086,0.0006503399,0.002642412,0.000446298,0.00007472568,0.0004895788,0.01308692,0.00003806262,0.0007631553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01429662,"threshold_uncertainty_score":0.02842683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604397413289189,"score_gpt":0.2555766144259469,"score_spread":0.239532640293055,"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."}}