{"id":"W7125014293","doi":"10.1109/sensors59705.2025.11330678","title":"Novel Clinical Near-Infrared Spectroscopy Sensor in Flap Monitoring","year":2025,"lang":"","type":"article","venue":"","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Oxygenation; Head and neck cancer; Blood supply; Hemodynamics; Occlusion; Vascular occlusion; Head and neck; Clamp","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"],"consensus_categories":[],"category_scores_codex":[0.002008775,0.0004856155,0.001420588,0.0004655188,0.000159317,0.0001204376,0.0002466829,0.0006692237,0.0006887224],"category_scores_gemma":[0.0009258966,0.0004726894,0.00077641,0.001002719,0.0006110114,0.0002176377,0.0002027204,0.001440323,0.0001117701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182183,"about_ca_system_score_gemma":0.000941877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002243125,"about_ca_topic_score_gemma":0.00001275223,"domain_scores_codex":[0.9957615,0.0002800689,0.001833623,0.001014514,0.0002727353,0.0008375187],"domain_scores_gemma":[0.9977437,0.0006414283,0.000196458,0.0009688241,0.0002161869,0.000233392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005546292,0.0008062465,0.792495,0.0002380482,0.0005607746,0.0001388535,0.0001060113,0.000001851496,0.1580867,0.0007197184,0.001979006,0.04431315],"study_design_scores_gemma":[0.004245157,0.0002848508,0.3702488,0.002630999,0.0003037378,0.00008887807,0.0008747312,0.0002946234,0.5925499,0.000597579,0.02734618,0.0005345208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8513594,0.002867765,0.02900055,0.0006255955,0.006435646,0.001422743,0.00001149175,0.000293715,0.1079831],"genre_scores_gemma":[0.7033511,0.00671609,0.2441335,0.0009040299,0.001507955,0.00007641164,0.0000146868,0.00009621116,0.0432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4344632,"threshold_uncertainty_score":0.9997725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03277289467602366,"score_gpt":0.3695661651541731,"score_spread":0.3367932704781494,"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."}}