{"id":"W4328048716","doi":"10.1038/s41598-023-31637-1","title":"Evaluation of transcutaneous near-infrared spectroscopy for early detection of cardiac arrest in an animal model","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; St. Paul's Hospital; International Collaboration On Repair Discoveries; University of British Columbia","funders":"Michael Smith Health Research BC; U.S. Department of Defense","keywords":"Medicine; Blood pressure; Hemodynamics; Anesthesia; Oxygen saturation; Resuscitation; Pentobarbital; Cardiology; Cardiopulmonary resuscitation; Internal medicine; Oxygen","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007497329,0.0005854956,0.0004915117,0.0004711043,0.0002413469,0.0002915926,0.0003420706,0.0004981749,0.001313609],"category_scores_gemma":[0.0003543494,0.0002642434,0.0003311334,0.0001246803,0.0006662008,0.0004442836,0.0002622486,0.0008826817,0.0002406458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240074,"about_ca_system_score_gemma":0.0003564702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007651213,"about_ca_topic_score_gemma":0.001502437,"domain_scores_codex":[0.9997694,0.00005330907,0.00001152285,0.00005770019,0.00004643514,0.00006158301],"domain_scores_gemma":[0.9995822,0.00008200911,0.0001215493,0.00006390483,0.0000739213,0.00007642063],"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":[0.000892018,0.000422331,0.0007740983,0.00004951335,0.00001743996,0.00004192764,0.0000345958,0.00009061063,0.9959608,0.00002604775,0.00006621506,0.001624484],"study_design_scores_gemma":[0.0001827611,0.04658807,0.03373183,0.000042807,0.0002336671,0.0004375326,0.0002585177,0.004677889,0.9122813,0.00007961946,0.001451326,0.000034582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938319,0.0003912773,0.004977689,0.0001006837,0.00005445873,0.0001475517,0.0001337925,0.00007049728,0.0002921878],"genre_scores_gemma":[0.9884255,0.0009407509,0.007950055,0.0001524538,0.0000256405,0.0005779088,0.0003743551,0.00002040715,0.00153287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001313609,"threshold_uncertainty_score":0.004394412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02995494601443498,"score_gpt":0.2783963745772024,"score_spread":0.2484414285627674,"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."}}