{"id":"W4401609979","doi":"10.1016/j.neuroimage.2024.120793","title":"A comprehensive overview of diffuse correlation spectroscopy: Theoretical framework, recent advances in hardware, analysis, and applications","year":2024,"lang":"en","type":"review","venue":"NeuroImage","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"Engineering and Physical Sciences Research Council","keywords":"Domain (mathematical analysis); Computer science; Deep learning; Field (mathematics); Component (thermodynamics); Systems engineering; Diode; Computer architecture; Data science; Artificial intelligence; Engineering; Electrical engineering; Physics","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":[0.0001246128,0.00036989,0.002003091,0.0006163386,0.00002475506,0.00004554253,0.0001263685,0.0002247945,0.00007909228],"category_scores_gemma":[0.0001484399,0.0002787506,0.0003908062,0.001690822,0.0003956307,0.00006823351,0.0001077143,0.00114644,0.00002090003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008143574,"about_ca_system_score_gemma":0.00008829313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003331191,"about_ca_topic_score_gemma":0.000001316631,"domain_scores_codex":[0.9979872,0.0001532136,0.000703547,0.0006454322,0.0002654191,0.0002451488],"domain_scores_gemma":[0.9986153,0.0004095082,0.0001890862,0.0005809573,0.0000858136,0.0001193499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004277013,0.0006785367,0.0003479942,0.05249839,0.0005057282,0.000137363,0.00004505444,5.221517e-7,0.00005034502,0.1339992,0.0002414488,0.8114527],"study_design_scores_gemma":[0.0001654675,0.0002324504,0.0002183759,0.01106513,0.009126659,0.00005140264,0.000005815959,0.0002709509,0.00002727163,0.009224311,0.9693513,0.0002608599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007686142,0.9794197,0.0169475,0.0001562313,0.00005707029,0.001197434,0.00007119841,0.0001336482,0.002009524],"genre_scores_gemma":[0.00005999377,0.9910417,0.00829372,0.0001258109,0.00007291609,0.0001813679,0.0001275056,0.00005374248,0.00004325508],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9691098,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140668270249926,"score_gpt":0.4149155848001018,"score_spread":0.3735089020976025,"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."}}