{"id":"W4313294754","doi":"10.1101/2022.12.21.22283800","title":"Repeatability of Pulse Oximetry Measurements in Children During Triage in Two Ugandan Hospitals","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"University of British Columbia; Mitacs; Wellcome Trust","keywords":"Repeatability; Intraclass correlation; Medicine; Confidence interval; Pulse oximetry; Limits of agreement; Statistics; Reliability (semiconductor); Reproducibility; Mathematics; Nuclear medicine; Physics; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001690184,0.0004554128,0.0008527163,0.0006814048,0.0000365423,0.00003085192,0.0007392922,0.0001606773,0.0001158837],"category_scores_gemma":[0.0004831285,0.0005486854,0.0002007516,0.000658072,0.00004522438,0.0001419195,0.0009443372,0.001353169,0.000005298586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009265516,"about_ca_system_score_gemma":0.00004666913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007600287,"about_ca_topic_score_gemma":0.0001347173,"domain_scores_codex":[0.9967678,0.0002522637,0.001062913,0.0007226936,0.0006762975,0.0005180484],"domain_scores_gemma":[0.9984426,0.00008725275,0.0001806653,0.001142606,0.00004342333,0.0001033917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002515504,0.00009058966,0.9300035,0.0004546659,0.00008685943,0.00001815601,0.0002642266,0.01652112,0.05219313,0.000001387299,0.000001188944,0.0003400497],"study_design_scores_gemma":[0.001156975,0.00001560763,0.841828,0.0002400961,0.00001856286,0.000002339885,0.00003461133,0.00003933482,0.1561072,0.0001738749,0.000001554354,0.0003817656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955115,0.001181599,0.00004822411,0.000005352862,0.001023967,0.001047012,0.00007251554,0.0001617592,0.0009480655],"genre_scores_gemma":[0.9990562,0.00007093314,0.0003449965,0.000001692462,0.0001499873,0.0002223189,0.00003907951,0.0001046696,0.00001008587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039141,"threshold_uncertainty_score":0.9996965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913641437915213,"score_gpt":0.2666514467904346,"score_spread":0.2475150324112825,"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."}}