{"id":"W2082613455","doi":"10.1109/embc.2013.6610140","title":"Ultra-low-cost clinical pulse oximetry","year":2013,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Headset; Pulse oximetry; Pulse (music); Computer science; Mobile phone; Volunteer; SIGNAL (programming language); Biomedical engineering; Materials science; Acoustics; Medicine; Telecommunications; Anesthesia; Physics","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":[0.001728111,0.000387278,0.0006617435,0.0004629708,0.0001873344,0.0007729583,0.001057369,0.0007646701,0.003311541],"category_scores_gemma":[0.004515947,0.0002126289,0.000146223,0.0002834417,0.0003538294,0.0005839847,0.0006711092,0.0007322985,0.001195144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966104,"about_ca_system_score_gemma":0.0004488266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002252262,"about_ca_topic_score_gemma":0.0002945567,"domain_scores_codex":[0.9976211,0.000842965,0.000142058,0.0002386099,0.001085051,0.00007009133],"domain_scores_gemma":[0.9984853,0.0006160194,0.0001574904,0.0002092337,0.000424292,0.0001076966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003435816,0.0005901699,0.009339253,0.00107287,0.0000534765,0.001335804,0.0001659415,0.0005244795,0.557878,0.001891773,0.009057402,0.4146551],"study_design_scores_gemma":[0.001075872,0.01841812,0.1129678,0.0002594769,0.0003002382,0.06598958,0.0002475049,0.02024549,0.665654,0.00237505,0.1122102,0.0002567265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4420528,0.02034551,0.5060316,0.003538111,0.002003844,0.002151157,0.0008375962,0.00328474,0.01975466],"genre_scores_gemma":[0.8147017,0.002836377,0.1700056,0.002118596,0.001047343,0.0009705118,0.0005775813,0.0001294353,0.007612758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003311541,"threshold_uncertainty_score":0.01107824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982011471661675,"score_gpt":0.2656021326233786,"score_spread":0.2457820179067618,"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."}}