{"id":"W4415431314","doi":"10.1021/acs.analchem.5c03270","title":"Multiplexed Fiber-Optic Fluorescence for Functional Monitoring of Perfused Hearts","year":2025,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"Engineering and Physical Sciences Research Council; Medical Research Council","keywords":"Fluorescence; Fluorophore; Fluorescent labelling; Analyte; Biomarker; Cardiovascular physiology; Endogeny","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008759801,0.0007153085,0.0002908669,0.0004580251,0.0002734243,0.0003273423,0.0005771088,0.0005092213,0.001189945],"category_scores_gemma":[0.0005454531,0.0002225025,0.0001949861,0.0002267163,0.0004081318,0.0007041046,0.0003262398,0.0004617361,0.0002669285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004716116,"about_ca_system_score_gemma":0.0003884168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005328049,"about_ca_topic_score_gemma":0.001238039,"domain_scores_codex":[0.9996865,0.00006378618,0.00001254856,0.0001281181,0.00008414077,0.00002493873],"domain_scores_gemma":[0.9998114,0.00006357004,0.00006009388,0.00001779057,0.000029038,0.00001814459],"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":[0.00005393933,0.00001518116,0.0001111155,0.00002567212,0.000004576255,0.00001707801,0.00001434212,0.0002008233,0.9949114,0.0001728251,0.00004404651,0.004428981],"study_design_scores_gemma":[0.00001087271,0.0002150908,0.0008119274,0.000004274895,0.00001279131,0.0001267249,0.000008463841,0.006290907,0.9914576,0.0001043332,0.000941479,0.00001550383],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7008183,0.002533881,0.2926067,0.0002758287,0.00009887484,0.0002313445,0.0004942413,0.001088839,0.001851894],"genre_scores_gemma":[0.6558434,0.002049686,0.3388507,0.0001553744,0.0000623044,0.0003152872,0.00024107,0.00007791437,0.002404267],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001189945,"threshold_uncertainty_score":0.004632652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720029588458999,"score_gpt":0.2464934354258023,"score_spread":0.2292931395412123,"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."}}