{"id":"W2079137876","doi":"10.1111/j.1067-1927.2004.0abstractal.x","title":"039
Determination of Burn Depth using near Infrared Spectroscopy","year":2004,"lang":"en","type":"article","venue":"Wound Repair and Regeneration","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba; University of Toronto","funders":"","keywords":"Near-infrared spectroscopy; Burn injury; Medicine; Thermal burn; Oxygen saturation; Nuclear medicine; Surgery; Biomedical engineering; Anesthesia; Oxygen; Chemistry; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001221813,0.00008045752,0.0001348563,0.00007151659,0.00008354542,0.00002822282,0.00001807224,0.00005209919,0.00001369474],"category_scores_gemma":[0.00001174939,0.00006680324,0.00005015749,0.0000986303,0.00005822513,0.00009857171,0.00001761464,0.00004413971,0.000001341099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007255656,"about_ca_system_score_gemma":0.00007131437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000436764,"about_ca_topic_score_gemma":0.00002685962,"domain_scores_codex":[0.9993892,0.00001449261,0.0001850714,0.0001503757,0.0001613722,0.00009943098],"domain_scores_gemma":[0.9996902,0.000005180483,0.00006884242,0.0001352046,0.00005740245,0.00004312665],"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":[0.0004899193,0.001528265,0.03677664,0.001779752,0.0004746051,0.00008890913,0.004591642,0.003033269,0.8695571,0.02648095,0.001684265,0.0535146],"study_design_scores_gemma":[0.01139506,0.003570262,0.09510564,0.0008180489,0.001375749,0.0001435856,0.0009448399,0.1413103,0.71715,0.01126921,0.01608247,0.000834783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572357,0.0002721503,0.03536437,0.0002306476,0.0001756137,0.000358354,7.343427e-7,0.0000611007,0.006301358],"genre_scores_gemma":[0.9139013,0.000060697,0.08487131,0.00008777698,0.0001207307,0.000006572378,0.00003049908,0.000009983599,0.0009111011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1524072,"threshold_uncertainty_score":0.2724157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743414390122369,"score_gpt":0.2903066992953926,"score_spread":0.2728725553941689,"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."}}