{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005512801,0.00056021,0.0005802164,0.0008283656,0.001438244,0.001524397,0.0007692112,0.002032853,0.01532968],"category_scores_gemma":[0.003633474,0.0001428229,0.0005587443,0.000347878,0.0003814914,0.001570329,0.001816495,0.003717404,0.00517257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379244,"about_ca_system_score_gemma":0.001970905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639675,"about_ca_topic_score_gemma":0.004420613,"domain_scores_codex":[0.999305,0.0001712905,0.0000787684,0.00007446442,0.0002246749,0.0001458569],"domain_scores_gemma":[0.9988612,0.0001722743,0.000106454,0.00002680053,0.0002992666,0.0005340879],"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":[0.0001006549,0.0003430195,0.01172859,0.001842582,0.00005521712,0.02970623,0.001274086,0.0002281531,0.001909259,0.002071506,0.4392567,0.511484],"study_design_scores_gemma":[0.00009661447,0.0003018834,0.01635163,0.009826017,0.00007478665,0.08949418,0.002487577,0.0004710844,0.0004275933,0.003657996,0.8767378,0.00007284259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03472078,0.4361092,0.01132204,0.2225792,0.02730596,0.0007770998,0.0005432709,0.001082207,0.2655601],"genre_scores_gemma":[0.2774297,0.472201,0.02100235,0.08963098,0.05809274,0.0007315582,0.001976819,0.000326884,0.07860801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01532968,"threshold_uncertainty_score":0.05128294,"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."}}