{"id":"W4409308409","doi":"10.3389/fnins.2025.1557471","title":"Shedding light on the brain: guidelines to address inconsistent data collection parameters in resting-state NIRS studies","year":2025,"lang":"en","type":"article","venue":"Frontiers in Neuroscience","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Resting state fMRI; State (computer science); Computer science; Psychology; Neuroscience; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001076919,0.0001387714,0.0002756807,0.0004787701,0.0001529029,0.00006660876,0.0004665027,0.00002827862,3.680393e-7],"category_scores_gemma":[0.0128923,0.00009678667,0.00002551243,0.001663649,0.0002399872,0.0001135104,0.0003107793,0.000296346,7.361268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950632,"about_ca_system_score_gemma":0.0001043581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006435264,"about_ca_topic_score_gemma":0.00004258045,"domain_scores_codex":[0.9983367,0.0001100547,0.0003677025,0.0006021179,0.0002676058,0.0003158564],"domain_scores_gemma":[0.9988688,0.0002794041,0.00005017999,0.0006610843,0.00008144492,0.00005913053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003472839,0.0002201802,0.09082705,0.00008941915,0.00001525341,0.0001541636,0.0007554768,0.0009580802,0.02013035,0.0004894881,0.8808357,0.005177537],"study_design_scores_gemma":[0.003888156,0.003501116,0.1238083,0.0132573,0.0001740684,0.00008609676,0.007193116,0.5329877,0.1786739,0.01225366,0.1225218,0.001654835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6069505,0.000832742,0.02078704,0.3595658,0.004531567,0.002070745,0.00001237349,0.0003135297,0.004935748],"genre_scores_gemma":[0.8298062,0.0007904126,0.105523,0.05845563,0.00005101682,0.0002043998,0.000003580162,0.00003154668,0.00513414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7583139,"threshold_uncertainty_score":0.9954225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09584293110204824,"score_gpt":0.4070254867411263,"score_spread":0.311182555639078,"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."}}