{"id":"W4297338533","doi":"10.4187/respcare.10091","title":"Continuous Monitoring of Pulse Oximetry During the 6-Minute Walk Test Improves Clinical Outcomes Prediction in COPD","year":2022,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Pulse oximetry; Interquartile range; COPD; Internal medicine; Cardiology; Anesthesia","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":[0.001789243,0.0004709568,0.0005422896,0.000533641,0.0002109794,0.0006324686,0.0003060411,0.0005753493,0.000866802],"category_scores_gemma":[0.005217032,0.0002062645,0.0003886372,0.0003857698,0.0001728881,0.0004129048,0.000388732,0.0005615414,0.0002029693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722579,"about_ca_system_score_gemma":0.0002528722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299655,"about_ca_topic_score_gemma":0.002240338,"domain_scores_codex":[0.9994247,0.0002306781,0.00005918176,0.0001016747,0.0001251511,0.00005871874],"domain_scores_gemma":[0.997305,0.001239524,0.0006916102,0.00009849379,0.0003189285,0.0003464445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007010538,0.000141699,0.9869644,0.00004281275,0.0001052128,0.00003200578,0.00002315251,0.0001967768,0.0004217435,0.000008261834,0.0002194808,0.01114353],"study_design_scores_gemma":[0.00002119729,0.0004136259,0.9966823,0.00002088175,0.00009468705,0.0000689298,0.00003138922,0.002287473,0.0002006302,0.00003602817,0.0001375358,0.0000051796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970315,0.001568158,0.0004337027,0.0002103822,0.0000337214,0.00001375429,0.0001867076,0.00001634643,0.0005057414],"genre_scores_gemma":[0.9990211,0.0003749311,0.0002788835,0.00003260863,0.00005218995,0.00000586112,0.0001385404,0.000001708536,0.00009424055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001789243,"threshold_uncertainty_score":0.009462535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588953636021703,"score_gpt":0.3308257390632778,"score_spread":0.3049362027030608,"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."}}