{"id":"W2599715548","doi":"10.2147/copd.s120706","title":"Home monitoring of breathing rate in people with chronic obstructive pulmonary disease: observational study of feasibility, acceptability, and change after exacerbation","year":2017,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"University of Edinburgh; Engineering and Physical Sciences Research Council; Scottish Government","keywords":"Medicine; COPD; Exacerbation; Spirometry; Gold standard (test); Acute exacerbation of chronic obstructive pulmonary disease; Observational study; Physical therapy; Pulse oximetry; Telehealth; Breathing; Pulmonary disease; Intensive care medicine; Emergency medicine; Internal medicine; Telemedicine; Asthma; Anesthesia; Health care","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":[0.002701411,0.0002523048,0.0005726063,0.0004909156,0.0006822756,0.0007286762,0.0004083391,0.0009009705,0.0007558239],"category_scores_gemma":[0.00783358,0.0004515211,0.0007994769,0.0004469849,0.0004487763,0.000669914,0.0007187103,0.001022654,0.0002587699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542995,"about_ca_system_score_gemma":0.0002999845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004464432,"about_ca_topic_score_gemma":0.004764463,"domain_scores_codex":[0.998548,0.00067713,0.0001786132,0.0001741869,0.0002690406,0.0001530875],"domain_scores_gemma":[0.9964961,0.001006647,0.001139346,0.000296372,0.0005667576,0.0004947354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005933951,0.001099476,0.9901713,0.00006807657,0.0001247223,0.00009888461,0.003197536,0.00003919096,0.0005838306,0.00001023709,0.00008433483,0.003929191],"study_design_scores_gemma":[0.00004033151,0.001762419,0.9958166,0.00001150795,0.00003851408,0.0001115543,0.001748453,0.0002054691,0.0000932395,0.00001029107,0.0001509965,0.00001055068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997168,0.00004235481,0.00003753109,0.00001310468,0.000001948706,0.00003284934,0.00004646716,0.000001306352,0.0001076111],"genre_scores_gemma":[0.9996676,0.00003638364,0.00008238362,0.00002661379,0.000003649106,0.00003955683,0.0000649814,0.000001149116,0.00007756286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004464432,"threshold_uncertainty_score":0.01428664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06768994687517978,"score_gpt":0.3647826922149311,"score_spread":0.2970927453397513,"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."}}