{"id":"W1541554707","doi":"10.1115/1.4030134","title":"Design an Oral Photoplethysmogram for Deriving Peripheral Oxygen Saturation Level1","year":2015,"lang":"en","type":"article","venue":"Journal of Medical Devices","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Photoplethysmogram; Peripheral; Oxygen saturation; Saturation (graph theory); Oxygen; Computer science; Medicine; Mathematics; Internal medicine; Chemistry; Computer vision","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":[0.0003879993,0.0006349065,0.0004313333,0.000335641,0.0003904466,0.0005221713,0.0007015025,0.0007878908,0.005103952],"category_scores_gemma":[0.0007030439,0.0003468657,0.0003321518,0.000122667,0.0001721397,0.000377189,0.0004073,0.0002923473,0.0023927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352179,"about_ca_system_score_gemma":0.0004640221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006180695,"about_ca_topic_score_gemma":0.001094498,"domain_scores_codex":[0.9996884,0.00005839889,0.0000222927,0.0001249733,0.0000731506,0.00003279009],"domain_scores_gemma":[0.9997208,0.0000707736,0.0000225239,0.0000261725,0.0001312692,0.00002851797],"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":[0.0009306392,0.0002255326,0.00832118,0.0006200878,0.00006581744,0.0009732667,0.0002517058,0.001668938,0.7460001,0.001300942,0.003955852,0.2356859],"study_design_scores_gemma":[0.0006330379,0.003712468,0.02745852,0.0001236947,0.0004898821,0.00487135,0.0002425726,0.1030471,0.8151173,0.001422015,0.04274557,0.0001364397],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1265106,0.0003143729,0.858618,0.0005344874,0.0004649765,0.002062463,0.000680291,0.003138461,0.007676325],"genre_scores_gemma":[0.4496317,0.000317299,0.5316529,0.0008554125,0.0001646383,0.002033375,0.0003819761,0.0004359193,0.01452677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005103952,"threshold_uncertainty_score":0.01707441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07379862894442443,"score_gpt":0.3147216783759174,"score_spread":0.2409230494314929,"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."}}