{"id":"W3215086684","doi":"10.3389/fmed.2021.782422","title":"The Striking Need for Age Diverse Pulse Oximeter Databases","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Front (military); Volume (thermodynamics); Pulse (music); Medicine; Database; Computer science; Telecommunications; Geography; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01210112,0.0003744633,0.001075866,0.004510364,0.0009185621,0.003731715,0.00268247,0.002047468,0.009952931],"category_scores_gemma":[0.05623002,0.0004247303,0.0006264431,0.003367323,0.00077388,0.008922184,0.004285234,0.002450904,0.004443451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009674568,"about_ca_system_score_gemma":0.002953465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002534487,"about_ca_topic_score_gemma":0.003158087,"domain_scores_codex":[0.9925203,0.002146342,0.001268123,0.001557424,0.002033161,0.0004746555],"domain_scores_gemma":[0.9082311,0.03764337,0.007096526,0.01843342,0.02192338,0.006672185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001128118,0.0004186581,0.141458,0.001087449,0.0002709898,0.001381632,0.000960051,0.003296657,0.008063781,0.02872577,0.09980194,0.713407],"study_design_scores_gemma":[0.0002278464,0.0005940565,0.1708593,0.002852652,0.0004406094,0.0103549,0.005794494,0.02871289,0.01113125,0.08662819,0.6821153,0.000288511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2563501,0.04535524,0.2655969,0.3064515,0.008825359,0.0008292357,0.03871743,0.006627333,0.07124702],"genre_scores_gemma":[0.7518293,0.01600389,0.1438526,0.03724403,0.008397269,0.0004042196,0.0325939,0.0009673017,0.008707501],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01210112,"threshold_uncertainty_score":0.06399763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984947526459798,"score_gpt":0.2624379523654158,"score_spread":0.2325884771008178,"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."}}