{"id":"W4200541087","doi":"10.1016/j.chest.2021.09.001","title":"Take a Deep Breath","year":2021,"lang":"en","type":"letter","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"West Park Healthcare Centre","funders":"","keywords":"Medicine; Exhalation; Lung volumes; COPD; Dynamic hyperinflation; Hyperinflation; Positive end-expiratory pressure; Tidal volume; Cardiology; Population; Anesthesia; Internal medicine; Lung; Respiratory system","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":[0.002415422,0.001342237,0.001278888,0.001161457,0.01068787,0.005366599,0.001826602,0.05766924,0.03517078],"category_scores_gemma":[0.01592146,0.001124966,0.00192873,0.0006868224,0.002304484,0.004677047,0.002866811,0.04308232,0.01520858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004838363,"about_ca_system_score_gemma":0.007345531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01994891,"about_ca_topic_score_gemma":0.04533631,"domain_scores_codex":[0.9969953,0.0006139258,0.0003103903,0.000424165,0.0007965205,0.0008596427],"domain_scores_gemma":[0.9945921,0.001161863,0.0002282405,0.0001748142,0.0007824168,0.003060555],"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":[0.00006668663,0.0001517848,0.001948354,0.00005015476,0.0000231057,0.009677242,0.0002676984,0.00005803906,0.0002891064,0.002148387,0.9789962,0.006323192],"study_design_scores_gemma":[0.000179672,0.0002600804,0.004645922,0.0005582526,0.0000480579,0.00786012,0.001871603,0.0005554178,0.0001658816,0.00781122,0.9759428,0.0001009562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001124207,0.0007866503,0.00009283031,0.954491,0.02457212,0.00006084252,0.00009330409,0.00004917282,0.01872994],"genre_scores_gemma":[0.004425853,0.0006949492,0.0002474411,0.9213772,0.01767949,0.00008859056,0.00006407074,0.00003711024,0.05538521],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05766924,"threshold_uncertainty_score":0.117658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051097863156761,"score_gpt":0.295979398186784,"score_spread":0.2654684195552164,"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."}}