{"id":"W4408056639","doi":"10.3390/bioengineering12030247","title":"Commercial NIRS May Not Detect Hemispheric Regional Disparity in Continuously Measured COx/COx-a: An Exploratory Healthy and Cranial Trauma Time-Series Analysis","year":2025,"lang":"en","type":"article","venue":"Bioengineering","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pan Am Clinic; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Temporal lobe; Frontal lobe; Medicine; Cardiology; Proportional hazards model; Cerebral perfusion pressure; Internal medicine; Cerebral blood flow; Psychology; Neuroscience; Epilepsy","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004112069,0.0002425944,0.000653534,0.0002330892,0.00009948857,0.00003824022,0.0001137757,0.0001264515,0.00002687833],"category_scores_gemma":[0.0001059745,0.0002382934,0.000161193,0.0007805044,0.0001219305,0.0001773957,0.00003023015,0.0002650025,0.000002621975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007083794,"about_ca_system_score_gemma":0.00006691018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009724959,"about_ca_topic_score_gemma":0.0005970061,"domain_scores_codex":[0.9985443,0.00009611628,0.000400819,0.0004011041,0.0002498792,0.0003078145],"domain_scores_gemma":[0.999314,0.00009538641,0.00005918894,0.0003265216,0.00004830097,0.0001565661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02098874,0.002963334,0.5566037,0.006709474,0.009064033,0.0007406012,0.01185685,0.003390191,0.1463371,0.002173071,0.005570861,0.2336021],"study_design_scores_gemma":[0.002905858,0.0003745282,0.983112,0.0002028698,0.0006372729,0.00002793955,0.0002928031,0.003578016,0.004666075,0.00002011418,0.003807468,0.0003750176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947857,0.001352742,0.001954651,0.001147666,0.0001738847,0.0003078866,0.00001436669,0.0001447597,0.0001183911],"genre_scores_gemma":[0.9976595,0.00009349094,0.0015132,0.0004560798,0.00009627654,0.00004864503,0.00002821095,0.00002094905,0.00008362777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4265084,"threshold_uncertainty_score":0.9717321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465883958253015,"score_gpt":0.2637702546790049,"score_spread":0.2391114150964748,"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."}}