{"id":"W3134413632","doi":"10.1117/12.2577340","title":"Estimating adult cerebral oxygen saturation from time-resolved near-infrared spectroscopy measurements with few discrete wavelengths at a single source-detector distance","year":2021,"lang":"en","type":"article","venue":"","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute","funders":"","keywords":"Detector; Wavelength; Near-infrared spectroscopy; Saturation (graph theory); Spectroscopy; Optics; Materials science; Infrared; Physics; Optoelectronics; Mathematics","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":[0.0003406256,0.0004694643,0.0002234816,0.0002703178,0.0001271712,0.0002750923,0.0005188546,0.0003096183,0.0005158866],"category_scores_gemma":[0.001204232,0.0002853663,0.0003361835,0.0001975369,0.000184187,0.0004535135,0.0003102752,0.0003169221,0.0001730197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073676,"about_ca_system_score_gemma":0.0005862097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005907624,"about_ca_topic_score_gemma":0.008490311,"domain_scores_codex":[0.9998578,0.00002021347,0.000005762256,0.00003746406,0.0000680447,0.0000107464],"domain_scores_gemma":[0.9997594,0.00009693954,0.00005121223,0.00002437628,0.00005886665,0.00000922598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002314755,0.0001439681,0.02609031,0.0002917095,0.0001513238,0.0004971394,0.0002998397,0.5544518,0.3137431,0.002483906,0.0009066419,0.1007088],"study_design_scores_gemma":[0.00001102183,0.00008479401,0.005353291,0.00001284411,0.00003407837,0.0001738777,0.00004804181,0.9163334,0.07630504,0.0008945474,0.0007148327,0.00003425792],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3636937,0.0002910157,0.6337964,0.00008995784,0.00002044319,0.000030812,0.000190591,0.0007361072,0.001150889],"genre_scores_gemma":[0.8320894,0.000441803,0.1663406,0.00004132913,0.000007325699,0.00004908985,0.0002277151,0.00006557393,0.0007371404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005907624,"threshold_uncertainty_score":0.01174647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01358904299331595,"score_gpt":0.2600272750075,"score_spread":0.246438232014184,"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."}}