{"id":"W4367050195","doi":"10.21203/rs.3.rs-2828823/v1","title":"Fatigue in Children Using Motor Imagery and P300 Brain-Computer Interfaces","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Brain–computer interface; Electroencephalography; Motor imagery; Sensorimotor rhythm; Psychology; Audiology; Brain activity and meditation; Physical medicine and rehabilitation; Medicine; Neuroscience","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":[0.0002303861,0.0002358453,0.0002739101,0.0003001581,0.0001520196,0.0002454467,0.0001270054,0.0002400713,0.001854918],"category_scores_gemma":[0.001486937,0.0001368324,0.0002452815,0.0002161785,0.0002097909,0.0002518611,0.0001953261,0.0002310139,0.0002073729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639085,"about_ca_system_score_gemma":0.0002010797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00292264,"about_ca_topic_score_gemma":0.004640207,"domain_scores_codex":[0.9998314,0.0000308727,0.00002205678,0.00004035405,0.00004314709,0.00003208533],"domain_scores_gemma":[0.9992592,0.0002182449,0.0003352585,0.00001934844,0.00009707936,0.00007095355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005882664,0.0003406385,0.9580346,0.0002006764,0.00004788827,0.0009401528,0.001167936,0.0001141919,0.009858643,0.00004018522,0.0004138079,0.02825308],"study_design_scores_gemma":[0.00001196943,0.0006870238,0.9969705,0.00001202121,0.00001969914,0.001067439,0.0001981512,0.00007504649,0.0007753173,0.000009430797,0.0001697917,0.00000360185],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993218,0.0002017721,0.0001006566,0.0000203591,0.000002941646,0.00001477559,0.00008761433,0.000004520051,0.0002454747],"genre_scores_gemma":[0.998942,0.0002460857,0.0003130427,0.0000318692,0.000006133585,0.00004245903,0.000143595,0.000002489337,0.0002722718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00292264,"threshold_uncertainty_score":0.00620532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1612829230662642,"score_gpt":0.4196643221472877,"score_spread":0.2583813990810235,"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."}}