{"id":"W3213634578","doi":"10.1016/j.neuroimage.2021.118713","title":"WeBrain: A web-based brainformatics platform of computational ecosystem for EEG big data analysis","year":2021,"lang":"en","type":"article","venue":"NeuroImage","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Sichuan Province Science and Technology Support Program; Chinese Academy of Meteorological Sciences; National Natural Science Foundation of China","keywords":"Cloud computing; Computer science; Software portability; Software; Big data; Electroencephalography; Flexibility (engineering); Data science; Maintainability; Human–computer interaction; Software engineering; Data mining; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001352998,0.001891067,0.001117359,0.002519265,0.0007824894,0.00278218,0.00292346,0.00102264,0.02912368],"category_scores_gemma":[0.003386125,0.0006638261,0.001175993,0.00203507,0.0006576502,0.004007679,0.00478477,0.002124061,0.02534837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004041832,"about_ca_system_score_gemma":0.001360199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700693,"about_ca_topic_score_gemma":0.002156345,"domain_scores_codex":[0.9991168,0.0001328873,0.00007417217,0.0001973804,0.0003222952,0.0001564082],"domain_scores_gemma":[0.9984464,0.0003278737,0.0001454855,0.0003926239,0.0003375079,0.0003501647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002430979,0.0005544479,0.004790042,0.001833626,0.0004190167,0.001892846,0.0009257082,0.003552598,0.03115975,0.01754034,0.6955637,0.239337],"study_design_scores_gemma":[0.0008412993,0.0003546552,0.01932744,0.0005373038,0.0002515976,0.00216613,0.0003809248,0.1022692,0.04991721,0.05885865,0.764464,0.0006315187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.009645768,0.001518794,0.3018825,0.001242757,0.0005229188,0.0009186259,0.02594784,0.6252891,0.03303167],"genre_scores_gemma":[0.186693,0.003873633,0.4052238,0.004792321,0.0009268196,0.004199903,0.1936465,0.1243441,0.07629991],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.02912368,"threshold_uncertainty_score":0.09742844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09872082209954604,"score_gpt":0.3064872403640568,"score_spread":0.2077664182645108,"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."}}