{"id":"W3164489778","doi":"10.1183/13993003.00815-2021","title":"Pulse oximetry is an essential tool that saves lives: a call for standardisation","year":2021,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Pulse oximetry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009583724,0.0006142215,0.0005363803,0.0004061628,0.0003385119,0.0009603159,0.0006159762,0.0003033441,0.0003661004],"category_scores_gemma":[0.0001532509,0.0006395558,0.0004618072,0.0001791337,0.00007027065,0.0006486918,0.0001074115,0.00260452,0.00009018541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004156025,"about_ca_system_score_gemma":0.0001371656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001196228,"about_ca_topic_score_gemma":0.000001146165,"domain_scores_codex":[0.9965897,0.0006193828,0.0007271965,0.0005337725,0.0008184901,0.0007114981],"domain_scores_gemma":[0.9984338,0.0001566761,0.0002874689,0.0006100373,0.0002898473,0.0002221388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003863867,0.00002866584,0.0005391315,0.0005595429,0.0005028059,0.00564139,0.001069341,0.0003562337,0.05177082,0.000001665441,0.928448,0.01104378],"study_design_scores_gemma":[0.000978158,0.0002512802,0.0004059369,0.0005377638,0.0001823848,0.0002921312,0.0002212492,0.00004181272,0.02842502,0.00003368062,0.9675503,0.001080268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4625961,0.03727855,0.3631319,0.02139322,0.05758953,0.005075446,0.004059182,0.003467896,0.04540826],"genre_scores_gemma":[0.2318221,0.0009420479,0.01652957,0.4386686,0.3033334,0.0001194429,0.0008477542,0.00467461,0.003062406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4172754,"threshold_uncertainty_score":0.9996965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04079885956345454,"score_gpt":0.2572591028901486,"score_spread":0.2164602433266941,"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."}}