{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002863253,0.0001435517,0.0002523964,0.00009775501,0.00009965619,0.0000199874,0.0001802613,0.00003907183,0.00002177414],"category_scores_gemma":[0.0006370352,0.000109508,0.00004244795,0.0002926549,0.00008775318,0.0001192815,0.00005886528,0.0001819001,0.000001776269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115477,"about_ca_system_score_gemma":0.00001446841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002280789,"about_ca_topic_score_gemma":0.00004074942,"domain_scores_codex":[0.9990431,0.00002922386,0.0002270604,0.0001767028,0.00019105,0.0003328374],"domain_scores_gemma":[0.9992574,0.0003051069,0.00002454384,0.0003026154,0.00003883935,0.00007146993],"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":[0.0001564746,0.0000613714,0.1201104,0.0005335709,0.0005382886,0.001303097,0.002444825,0.001955395,0.2429815,0.0005507185,0.442235,0.1871293],"study_design_scores_gemma":[0.01257025,0.0003412689,0.01623077,0.002321254,0.0005096351,0.00005400962,0.04524416,0.01334748,0.247808,0.008070752,0.6516209,0.001881573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.166574,0.02740934,0.7634437,0.00138416,0.03286385,0.001230937,0.0001044088,0.0004685436,0.006521026],"genre_scores_gemma":[0.9320405,0.001314407,0.06313595,0.0002079777,0.002230679,0.0001129855,0.0001149885,0.00009737434,0.0007451278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7654665,"threshold_uncertainty_score":0.4465607,"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."}}