{"id":"W4323241325","doi":"10.5220/0011749300003414","title":"Simulating the Effects of Melanin and Air Gap Depth on the Accuracy of Reflectance Pulse Oximeters","year":2023,"lang":"en","type":"article","venue":"","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Reflectivity; Optics; Pulse (music); Materials science; Melanin; Optoelectronics; Computer science; Physics; Chemistry","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":[0.0005480194,0.0004488176,0.0002815615,0.0002472689,0.0001834224,0.0006463594,0.0005210779,0.0009395074,0.001039825],"category_scores_gemma":[0.00437374,0.0002888132,0.0003027283,0.0002162717,0.0003770679,0.0006322523,0.0004319499,0.0004319174,0.000136149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004701555,"about_ca_system_score_gemma":0.0005069799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003948519,"about_ca_topic_score_gemma":0.002497135,"domain_scores_codex":[0.9995385,0.0001218315,0.00002460804,0.00006731665,0.0001534627,0.00009421925],"domain_scores_gemma":[0.9968401,0.002405173,0.0001914355,0.00018082,0.0003291789,0.00005323678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007256327,0.0002290683,0.005731114,0.000170346,0.00003643072,0.0002739824,0.0002123313,0.8366639,0.1381542,0.0007827735,0.0002340474,0.01678608],"study_design_scores_gemma":[0.00002841706,0.0002439159,0.002888905,0.00001310307,0.00002800177,0.00006394876,0.00006361342,0.9179889,0.07810772,0.0001945305,0.0003541257,0.00002490629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965803,0.0001878983,0.0318783,0.0001009552,0.00005115973,0.00002276018,0.0001023197,0.000218157,0.001635567],"genre_scores_gemma":[0.9952857,0.00004955124,0.004288151,0.00001227881,0.000002691274,0.00000532502,0.00001843982,0.00002209994,0.0003158598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003948519,"threshold_uncertainty_score":0.007851064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02264193062362545,"score_gpt":0.3060070331351141,"score_spread":0.2833651025114887,"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."}}