{"id":"W4235969438","doi":"10.32920/14638467.v1","title":"Validity of a theoretical model to examine blood oxygenation dependent optoacoustics","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Canadian Institutes of Health Research; Terry Fox Foundation; Nuclear Physics; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Bandlimiting; Amplitude; Monte Carlo method; SIGNAL (programming language); Computational physics; Range (aeronautics); Physics; Red blood cell; Saturation (graph theory); Spectral line; Chemistry; Nuclear magnetic resonance; Atomic physics; Optics; Materials science; Mathematics; Statistics; Computer science; Quantum mechanics","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":[0.0004901098,0.0006831484,0.0005390371,0.0006961719,0.0003983004,0.0007785729,0.001374508,0.001662921,0.003000124],"category_scores_gemma":[0.002428315,0.000343944,0.0007031789,0.0004204574,0.0007498093,0.001174057,0.0004925961,0.0007668406,0.0008827893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009081877,"about_ca_system_score_gemma":0.000758063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003667737,"about_ca_topic_score_gemma":0.001026341,"domain_scores_codex":[0.9997118,0.00006670225,0.000008429643,0.0000556488,0.0001189419,0.00003846902],"domain_scores_gemma":[0.999342,0.0003999552,0.00004815824,0.00004238774,0.0001472278,0.00002023202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004075131,0.00005888752,0.0005918646,0.0001093628,0.0000215555,0.0003705423,0.0001109618,0.8848888,0.00960922,0.09308285,0.001137576,0.009977633],"study_design_scores_gemma":[0.00000476771,0.00001221512,0.0001022163,0.000007779618,0.000003401971,0.00005700249,0.000007236121,0.9883559,0.0005465401,0.01031908,0.0005780809,0.000005928212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03338172,0.0008674973,0.9380059,0.000981102,0.0001180146,0.00006401072,0.0001643283,0.000334795,0.02608257],"genre_scores_gemma":[0.8838915,0.002249509,0.09021469,0.0005578411,0.0002082013,0.0005940867,0.0003043681,0.0001878918,0.0217919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003667737,"threshold_uncertainty_score":0.01003635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214009085249502,"score_gpt":0.2449602066337659,"score_spread":0.2235592981088157,"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."}}