{"id":"W2941311845","doi":"10.2196/12866","title":"Wearable Finger Pulse Oximetry for Continuous Oxygen Saturation Measurements During Daily Home Routines of Patients With Chronic Obstructive Pulmonary Disease (COPD) Over One Week: Observational Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vlaamse Instelling voor Technologisch Onderzoek","keywords":"Pulse oximetry; Medicine; COPD; Oxygen saturation; Actigraphy; Nocturnal; Pulmonary disease; Physical therapy; Internal medicine; Anesthesia; Circadian rhythm; Oxygen","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003998602,0.0003643588,0.0007380829,0.0002865057,0.0003047757,0.00003171532,0.000149025,0.0001099652,0.0001551466],"category_scores_gemma":[0.00008814941,0.0003207931,0.00009824536,0.0004510981,0.0001264289,0.0004418623,0.0000954993,0.0003114496,0.000007550118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345203,"about_ca_system_score_gemma":0.001962717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003060081,"about_ca_topic_score_gemma":0.00005455889,"domain_scores_codex":[0.9962115,0.0001417963,0.0007206333,0.0008396826,0.001252499,0.0008338956],"domain_scores_gemma":[0.9973767,0.0001015409,0.000461763,0.0005325205,0.0007291257,0.0007983498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01520273,0.003013408,0.9681885,0.009740924,0.0001541345,0.000008353153,0.0002775167,0.00003262674,0.0003851247,0.00004220267,0.00002072248,0.002933726],"study_design_scores_gemma":[0.01144466,0.002018678,0.9846631,0.0004370774,0.0002405562,0.000002440681,0.0002649567,0.0004655614,0.00003695875,0.0001219165,0.00002978903,0.0002742879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893413,0.00204825,0.00001516194,0.0003863525,0.0001867152,0.0075238,0.000371797,0.00004880177,0.00007783905],"genre_scores_gemma":[0.9979878,0.00005457112,0.0002376824,0.0001262913,0.0002539464,0.000407737,0.0004837667,0.0000734056,0.0003747967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01647458,"threshold_uncertainty_score":0.9999244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0602759349360979,"score_gpt":0.3348205896523271,"score_spread":0.2745446547162292,"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."}}