{"id":"W4281690837","doi":"10.1038/s43856-022-00121-8","title":"Ethnic disparities in publicly-available pulse oximetry databases","year":2022,"lang":"en","type":"article","venue":"Communications Medicine","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; University of Manitoba","funders":"","keywords":"Pulse oximetry; Ethnic group; Medicine; Affect (linguistics); Database; Computer science; Psychology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003899239,0.0001255969,0.0003346328,0.001206255,0.0005248917,0.001000316,0.0005754873,0.0002967878,0.003021454],"category_scores_gemma":[0.02667544,0.0001392587,0.0003431434,0.002903539,0.0001847504,0.0007693901,0.001196467,0.000484073,0.0002443581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005714638,"about_ca_system_score_gemma":0.001234972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01792372,"about_ca_topic_score_gemma":0.02228116,"domain_scores_codex":[0.9947299,0.001628215,0.001067248,0.0007507576,0.001365614,0.0004582606],"domain_scores_gemma":[0.9880063,0.004703812,0.004046132,0.001163626,0.001673582,0.0004066359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003193783,0.0001389158,0.9334395,0.000294521,0.0004391246,0.0001580359,0.001038125,0.000545802,0.0005337604,0.00511757,0.0107924,0.04718287],"study_design_scores_gemma":[0.0000379355,0.0000454177,0.9768904,0.0004707112,0.0001939587,0.0003937658,0.001299764,0.002187874,0.0009273662,0.003088859,0.01442304,0.00004094513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484946,0.00279993,0.004312948,0.007033031,0.0001526543,0.0001037465,0.02319988,0.00006685199,0.01383646],"genre_scores_gemma":[0.9876646,0.0007895783,0.001489722,0.001039115,0.00006879285,0.00009527288,0.00832473,0.00002293227,0.0005051701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01792372,"threshold_uncertainty_score":0.03563875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148443389008072,"score_gpt":0.3166425775709771,"score_spread":0.20179823867017,"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."}}