{"id":"W3083985940","doi":"10.1101/2020.09.08.20190835","title":"Examining the relationship between adolescent health behaviors, brain health, and academic achievement using fNIRS","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; University Health Network; Public Health Ontario; University of Toronto; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Prefrontal cortex; Cognition; Effects of sleep deprivation on cognitive performance; Brain activity and meditation; Academic achievement; Developmental psychology; Clinical psychology; Audiology; Medicine; Neuroscience; Electroencephalography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001788157,0.0003431427,0.0007677288,0.0001412694,0.0003262514,0.00005453789,0.0002339271,0.0002725647,0.000004461197],"category_scores_gemma":[0.0006851655,0.0002655039,0.00009450767,0.0001852488,0.0001955743,0.00003784806,0.0004953077,0.003869632,0.000003744711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004345614,"about_ca_system_score_gemma":0.0007168602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001990167,"about_ca_topic_score_gemma":0.000003518926,"domain_scores_codex":[0.9971015,0.0004231494,0.0008005658,0.0006975034,0.0004697008,0.0005075932],"domain_scores_gemma":[0.9979824,0.0003886038,0.000406612,0.000567522,0.0000380862,0.0006167194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001770699,0.00003555276,0.9935665,0.0007280204,0.00002495913,0.000004747315,0.001107018,0.00000103252,0.0003692985,0.0003323694,0.001830857,0.001981972],"study_design_scores_gemma":[0.0003155564,0.0003837268,0.9933053,0.002741133,0.0001123171,0.00001687726,0.0002619667,0.0002879573,0.0002065729,0.001111504,0.001024977,0.0002320661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8074325,0.002952629,0.01072201,0.1770809,0.0001569357,0.001258777,0.00002581246,0.0003220538,0.00004833603],"genre_scores_gemma":[0.975347,0.0004319966,0.01340309,0.009927955,0.0006045491,0.00004083,0.0001135233,0.00006826842,0.0000627418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1679146,"threshold_uncertainty_score":0.9999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2374938829183169,"score_gpt":0.4390596824048866,"score_spread":0.2015657994865696,"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."}}