{"id":"W1982875966","doi":"10.1016/j.vibspec.2004.01.020","title":"In vivo lactate measurement in human tissue by near-infrared diffuse reflectance spectroscopy","year":2004,"lang":"en","type":"article","venue":"Vibrational Spectroscopy","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital; McGill University","funders":"","keywords":"Diffuse reflectance infrared fourier transform; Diffuse reflection; In vivo; Near infrared reflectance spectroscopy; Infrared; Near-infrared spectroscopy; Reflectivity; Infrared spectroscopy; Spectroscopy; Chemistry; Materials science; Analytical Chemistry (journal); Biomedical engineering; Optics; Medicine; Chromatography; Biochemistry; Biology; Physics; Organic 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002678083,0.0005077713,0.0006120129,0.0003373414,0.0002513908,0.0002144827,0.0005114299,0.0002422169,0.005700432],"category_scores_gemma":[0.0001270235,0.0005498345,0.0001174912,0.001466224,0.0001701826,0.0005478115,0.0000682762,0.0006320202,0.00009403413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002191042,"about_ca_system_score_gemma":0.0003425303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005962658,"about_ca_topic_score_gemma":0.001037266,"domain_scores_codex":[0.9963077,0.00003840411,0.0008203301,0.0008817397,0.001052913,0.0008989587],"domain_scores_gemma":[0.9988782,0.0000530873,0.0002438745,0.0005294865,0.00009803126,0.0001972688],"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":[0.0001245221,0.0008569258,0.00233704,0.00004307166,0.00004301135,0.00004873832,0.0002019363,0.0002040893,0.9890003,0.00333343,0.003803453,0.00000344777],"study_design_scores_gemma":[0.003040031,0.0001454023,0.0006050246,0.00006434174,0.00003179226,0.000008524483,0.00007678595,0.00006985597,0.9768257,0.01707462,0.001520669,0.0005372159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205886,0.001620767,0.008915502,0.002911884,0.0001692265,0.0003975731,0.00013091,0.0002622399,0.06500327],"genre_scores_gemma":[0.9828464,0.0001638318,0.01458856,0.0006129903,0.0003060032,0.0001406909,0.0000935799,0.00008595197,0.001162009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06384125,"threshold_uncertainty_score":0.9996953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695001485320184,"score_gpt":0.2943607636782236,"score_spread":0.2774107488250218,"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."}}