{"id":"W4414874607","doi":"10.58931/crt.2025.1212","title":"Management of Bronchiectasis for the Community Respirologist","year":2025,"lang":"en","type":"article","venue":"Canadian Respirology Today","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Oakville-Trafalgar Memorial Hospital","funders":"","keywords":"Bronchiectasis; Chest physiotherapy; Mucociliary clearance; Sputum; Chronic cough; Lung; Productive Cough; Disease; Respiratory disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008605467,0.0001175421,0.0002815996,0.0003010624,0.0003825077,0.000009138478,0.0004247881,0.0001155419,0.0001186315],"category_scores_gemma":[0.0006966072,0.00008513471,0.0001098873,0.0003537096,0.0006610863,0.0000207027,0.00006887573,0.0003736561,0.000008936937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001999064,"about_ca_system_score_gemma":0.0004303543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02997005,"about_ca_topic_score_gemma":0.1335605,"domain_scores_codex":[0.9987674,0.0001883428,0.0002703293,0.0001807862,0.0001172202,0.0004759329],"domain_scores_gemma":[0.997566,0.001228818,0.0000538442,0.0008345505,0.0001228529,0.0001939465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006564797,0.0004067584,0.06202255,0.002782024,0.003008275,0.0002882257,0.0005595304,0.0003371005,0.005913829,0.1290389,0.220559,0.568519],"study_design_scores_gemma":[0.001515177,0.00064203,0.3206949,0.0001037809,0.0001864563,0.000009936112,0.0004903751,0.0001318664,0.0008687325,0.002266702,0.6730092,0.00008080535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6912671,0.01334567,0.006840342,0.1650076,0.001056273,0.006475077,0.0005029363,0.0001227687,0.1153822],"genre_scores_gemma":[0.9880762,0.00009405798,0.002277474,0.004854466,0.00003435928,0.0002705538,0.00002480621,0.00001362384,0.004354529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5684382,"threshold_uncertainty_score":0.9764895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764320084403085,"score_gpt":0.3444619415612911,"score_spread":0.3168187407172602,"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."}}