{"id":"W3217252304","doi":"10.1183/13993003.congress-2021.oa2559","title":"Ultrasound diaphragm activity as a marker of clinical status and prognosis in acute exacerbations of COPD","year":2021,"lang":"en","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Exacerbation; Internal medicine; Diaphragm (acoustics); COPD; Ultrasound; Prospective cohort study; Predictive value; Cardiology; Gastroenterology; Radiology","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":[0.0007695917,0.0002897766,0.0003835961,0.000603073,0.0001911276,0.0004766844,0.0002223617,0.0006185203,0.001073017],"category_scores_gemma":[0.002753761,0.0001372831,0.0002164278,0.0004831393,0.0002182052,0.0003233902,0.0003723563,0.0004676426,0.0002150191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002111351,"about_ca_system_score_gemma":0.0001708068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008867203,"about_ca_topic_score_gemma":0.0009199349,"domain_scores_codex":[0.9996431,0.0001391344,0.00004827738,0.00005182341,0.00006546958,0.00005224142],"domain_scores_gemma":[0.9980202,0.0005234447,0.0007922144,0.000060116,0.0001612176,0.0004428085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000413968,0.0000394823,0.9974234,0.00001016832,0.00001501136,0.00003518933,0.00002056831,0.00002721348,0.0003791374,0.000003705082,0.00003871867,0.001593518],"study_design_scores_gemma":[0.00000665769,0.0002198314,0.999385,0.000005162977,0.00001024138,0.00009879074,0.00003033255,0.0001544812,0.0000485043,0.000006436088,0.00003262517,0.000001879192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989937,0.0005304463,0.00005169579,0.00004587276,0.000005485841,0.000006859774,0.0001051187,0.000002416701,0.0002584812],"genre_scores_gemma":[0.9995209,0.0001083534,0.00009865146,0.00001775925,0.00001884025,0.00000734577,0.0001586155,7.587508e-7,0.00006891463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001073017,"threshold_uncertainty_score":0.004069984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03392350878399943,"score_gpt":0.3763451640146785,"score_spread":0.3424216552306791,"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."}}