{"id":"W3027716368","doi":"10.1007/978-3-030-42382-7_5","title":"Bacterial Infections and the Respiratory Microbiome","year":2020,"lang":"en","type":"book-chapter","venue":"Respiratory medicine","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Cystic fibrosis; Mucociliary clearance; Cystic fibrosis transmembrane conductance regulator; Immunology; Mucus; Microbiome; Bronchiectasis; Medicine; Lung; Microbiology; Biology; Bioinformatics; Internal medicine","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":[0.0003765585,0.0005336331,0.0003580965,0.0008325708,0.0008530473,0.002373179,0.0004125683,0.001505006,0.03109919],"category_scores_gemma":[0.0009505882,0.0001845812,0.0002368111,0.0008518493,0.001022739,0.002234942,0.001785254,0.002275796,0.01002331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008756875,"about_ca_system_score_gemma":0.0008386592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001142378,"about_ca_topic_score_gemma":0.004398179,"domain_scores_codex":[0.9997926,0.00006402669,0.000005576155,0.00001735436,0.0001016774,0.00001867656],"domain_scores_gemma":[0.9997893,0.000125792,0.00001362111,0.000009738764,0.00002689172,0.00003467399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002198634,0.00003364585,0.0001386372,0.0003665257,0.00000571803,0.0001270042,0.0004448118,0.0001660258,0.0006768613,0.151747,0.6486758,0.1975961],"study_design_scores_gemma":[0.000001274089,0.000007384464,0.0001210087,0.0002606208,9.885759e-7,0.0001476925,0.0000967047,0.00003248777,0.00004451342,0.01965126,0.9796332,0.000002886634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006467584,0.4463989,0.002198647,0.0229654,0.01850407,0.00002536957,0.0001276865,0.00009637236,0.5090367],"genre_scores_gemma":[0.005789669,0.2040202,0.00379945,0.01526146,0.01001526,0.00005546698,0.000124917,0.0000888306,0.7608448],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03109919,"threshold_uncertainty_score":0.1040372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03935126162445212,"score_gpt":0.3105748218925205,"score_spread":0.2712235602680684,"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."}}