{"id":"W3016638588","doi":"10.1001/jama.2020.2998","title":"Prevalence of Continuous Pulse Oximetry Monitoring in Hospitalized Children With Bronchiolitis Not Requiring Supplemental Oxygen","year":2020,"lang":"en","type":"article","venue":"JAMA","topic":"Respiratory viral infections research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Children's National Hospital; Connecticut Children's Medical Center; Children's Hospital Colorado; Agency for Healthcare Research and Quality; Children's Mercy Hospital; Cincinnati Children's Hospital Medical Center; Children's Hospital Los Angeles; Virginia Commonwealth University; Children's Hospital of Philadelphia","keywords":"Medicine; Pulse oximetry; Bronchiolitis; Supplemental oxygen; Intensive care medicine; Emergency medicine; Coronavirus disease 2019 (COVID-19); Pediatrics; Internal medicine; Respiratory system; Anesthesia; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006781779,0.0001924909,0.0002650521,0.0007877542,0.0003460373,0.0005526498,0.0005730614,0.0003621591,0.001067523],"category_scores_gemma":[0.004171898,0.0002573416,0.0002673829,0.001046741,0.000361873,0.00034285,0.0003395809,0.0005182076,0.0000959397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080053,"about_ca_system_score_gemma":0.001201767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06801803,"about_ca_topic_score_gemma":0.08851624,"domain_scores_codex":[0.9988878,0.0001676837,0.0001522374,0.0001599595,0.0004493895,0.000182935],"domain_scores_gemma":[0.9963545,0.0004782616,0.002074987,0.0000991991,0.0005209604,0.0004721615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006468128,0.000005121558,0.9996309,0.00000378852,0.000005726341,0.0000130256,0.0000260211,0.000004500379,0.0000440204,0.000002877579,0.0000386703,0.0002187928],"study_design_scores_gemma":[0.000001029308,0.00001818722,0.9996716,0.000006718888,0.000003909242,0.0001036443,0.00009608393,0.00004249734,0.00002287277,0.000001225069,0.00003147154,8.527214e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991197,0.0001792509,0.00003799625,0.00005166608,0.000004073793,0.000006771611,0.0003565752,0.00000368581,0.0002402244],"genre_scores_gemma":[0.9996117,0.00008271003,0.00004712518,0.00001711999,0.000004774508,0.000005396592,0.0002077485,8.72245e-7,0.00002261365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06801803,"threshold_uncertainty_score":0.1352443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025856843153562,"score_gpt":0.3232241572586042,"score_spread":0.2929655888270686,"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."}}