{"id":"W2025242929","doi":"10.1117/1.jbo.17.1.017004","title":"Preliminary evaluation of optical glucose sensing in red cell concentrations using near-infrared diffuse-reflectance spectroscopy","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Diffuse reflectance infrared fourier transform; Contamination; Reflectivity; Spectroscopy; Diffuse reflection; Near-infrared spectroscopy; Hematocrit; Materials science; Red blood cell; Chemistry; Optics; Medicine; Biology; Internal medicine; Photocatalysis; Biochemistry; 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":[0.001157881,0.0004693305,0.0003453281,0.0002759095,0.0001813733,0.0004555901,0.0004788364,0.0005928817,0.0003928896],"category_scores_gemma":[0.001459238,0.0001417285,0.0003725063,0.0003068144,0.0001770373,0.0002615806,0.0002351221,0.0002816348,0.0002352506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002268778,"about_ca_system_score_gemma":0.0001793406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001715939,"about_ca_topic_score_gemma":0.00167408,"domain_scores_codex":[0.9994395,0.000150102,0.00002441945,0.0001245945,0.0002256498,0.00003565168],"domain_scores_gemma":[0.9994012,0.0002361706,0.00005370786,0.00005375131,0.0002327489,0.00002236776],"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":[0.001557527,0.0006539795,0.01639774,0.0002831853,0.00009498592,0.0001903511,0.0001025388,0.03427728,0.8794008,0.0002084765,0.0004238139,0.0664093],"study_design_scores_gemma":[0.0000331301,0.002559855,0.02578117,0.00001724556,0.00009658724,0.0001834054,0.00009541245,0.2763677,0.6937308,0.0001119638,0.0009853223,0.00003731309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648793,0.0004240706,0.03337877,0.00007343599,0.00003221815,0.00004408554,0.0002656847,0.0002659159,0.0006365182],"genre_scores_gemma":[0.9597136,0.0003709467,0.03875031,0.00005411702,0.00001178521,0.0000329151,0.0004234716,0.000018549,0.0006242625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001715939,"threshold_uncertainty_score":0.006123543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935282895692738,"score_gpt":0.3621159072538592,"score_spread":0.3327630782969318,"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."}}