{"id":"W2115246299","doi":"10.1513/annalsats.201304-086ed","title":"What to Expect When You’re Expectorating: Cystic Fibrosis Exacerbations and Microbiota","year":2013,"lang":"en","type":"letter","venue":"Annals of the American Thoracic Society","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Cystic fibrosis; Microbiome; Fibrosis; Intensive care medicine; Pathology; Internal medicine; Bioinformatics","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":[0.001598843,0.0006235933,0.001151454,0.0006094565,0.003580527,0.002106475,0.0006903796,0.02345279,0.004748642],"category_scores_gemma":[0.01556529,0.0004680038,0.001066109,0.0004789556,0.001667273,0.00288081,0.001170178,0.02219272,0.001762791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002617923,"about_ca_system_score_gemma":0.00235345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004498572,"about_ca_topic_score_gemma":0.009180529,"domain_scores_codex":[0.9983819,0.0006392224,0.0001843875,0.0001475048,0.0003778187,0.0002691869],"domain_scores_gemma":[0.9964973,0.001554102,0.000411941,0.0001054418,0.0004394762,0.000991605],"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":[0.0001376279,0.0002151654,0.01798611,0.000114178,0.00008565179,0.02190692,0.0003907897,0.0001444552,0.0004064934,0.003378019,0.9251502,0.03008453],"study_design_scores_gemma":[0.001014568,0.0005400791,0.03471705,0.00242969,0.0003910382,0.09635369,0.004319706,0.003193969,0.000590353,0.04662224,0.8095979,0.0002298094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001889008,0.002434837,0.00007630303,0.9852449,0.008189064,0.000006905652,0.00001518956,0.00001227963,0.002131368],"genre_scores_gemma":[0.03118003,0.004394616,0.0004034723,0.8529313,0.1060726,0.00003218644,0.00003323166,0.00002150858,0.004931072],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02345279,"threshold_uncertainty_score":0.01899445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08081701773610993,"score_gpt":0.3964157161638199,"score_spread":0.31559869842771,"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."}}