{"id":"W4410539939","doi":"10.1016/j.chest.2025.05.013","title":"Sputum Cellularity and MRI Ventilation Defects in Severe Asthma","year":2025,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Hamilton Health Sciences; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Canada Research Chairs; AstraZeneca","keywords":"Asthma; Medicine; Sputum; Ventilation (architecture); Pediatrics; Intensive care medicine; Internal medicine; Radiology; Pathology; Geography; Tuberculosis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005682779,0.0004637754,0.0003727892,0.001350371,0.0003606282,0.0006085873,0.0003405933,0.001186859,0.003122675],"category_scores_gemma":[0.002893918,0.0003584705,0.000280347,0.0004242092,0.0008340926,0.0007467734,0.0005026018,0.0006553571,0.0003402242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690281,"about_ca_system_score_gemma":0.0001881216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442513,"about_ca_topic_score_gemma":0.00142275,"domain_scores_codex":[0.9996922,0.00006208093,0.000050424,0.0000371474,0.00005747009,0.0001007883],"domain_scores_gemma":[0.9985678,0.0004760584,0.0003845209,0.00006296158,0.0001018034,0.0004069022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00273812,0.0001776058,0.9389811,0.00008053635,0.00007686678,0.03555521,0.0003516499,0.000260997,0.01493505,0.0002194265,0.0003154369,0.006307967],"study_design_scores_gemma":[0.00001673682,0.0003852957,0.9757274,0.00001845883,0.00003425458,0.02190475,0.0003116838,0.0004485367,0.0008632354,0.000106859,0.0001740819,0.000008542592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997075,0.0008183797,0.00009124525,0.0001200582,0.00001357764,0.000008901547,0.00004924894,0.000008210881,0.001815512],"genre_scores_gemma":[0.9996876,0.00008467714,0.00002977279,0.00002351184,0.00003010283,0.000001375876,0.00003462671,0.000001310426,0.0001071633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003122675,"threshold_uncertainty_score":0.01044643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009556898286211668,"score_gpt":0.2620192902092949,"score_spread":0.2524623919230832,"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."}}