{"id":"W4295290221","doi":"10.1016/j.neuroimage.2022.119623","title":"Open and reproducible neuroimaging: From study inception to publication","year":2022,"lang":"en","type":"review","venue":"NeuroImage","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; McGill University; Montreal Heart Institute; Montreal Neurological Institute and Hospital","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institute of Mental Health; Narodowa Agencja Wymiany Akademickiej; Elsass Fonden; Novo Nordisk; AXA Research Fund; Weizmann Institute of Science; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft; Engineering and Physical Sciences Research Council; UK Research and Innovation; Alan Turing Institute; Health Canada; Fanconi Anemia Research Fund; Fondation Brain Canada; National Institutes of Health; Canada First Research Excellence Fund; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; McGill University; Novo Nordisk Fonden; California Department of Fish and Game; National Science Foundation","keywords":"Open science; Data science; Computer science; Resource (disambiguation); Neuroimaging; Modalities; Open data; Knowledge management; World Wide Web; Psychology; Sociology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008572518,0.0004873787,0.001095844,0.0004224877,0.0006973416,0.0009352758,0.001574872,0.00005300215,0.0006348183],"category_scores_gemma":[0.02875799,0.0004797094,0.0001277649,0.001421407,0.00008236213,0.0007583295,0.005724404,0.0007373972,0.000383259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524846,"about_ca_system_score_gemma":0.0001547064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002413913,"about_ca_topic_score_gemma":0.00001987957,"domain_scores_codex":[0.9934742,0.001494673,0.0005789025,0.00350082,0.000617724,0.0003336181],"domain_scores_gemma":[0.9926305,0.004893064,0.0003889206,0.00188901,0.00005577246,0.0001427333],"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":[0.00002851547,0.0005672583,0.0001026947,0.000444442,0.00002550639,0.00009868143,0.0003429237,0.000001325487,0.0002911401,0.000118108,0.05240952,0.9455699],"study_design_scores_gemma":[0.0002109838,0.0003313748,0.0006574033,0.0001132903,0.0001430698,0.00004097497,0.00005309275,0.000005917054,0.00001317859,0.0001067261,0.997943,0.0003810188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001442489,0.9409777,0.0000401293,0.01075671,0.003598393,0.01781396,0.0008264698,0.0008323368,0.02371185],"genre_scores_gemma":[0.0002571654,0.9872223,0.0001093903,0.006907059,0.0003339601,0.002110733,0.00008124163,0.0001637974,0.002814331],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9455335,"threshold_uncertainty_score":0.9997655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2791605730758825,"score_gpt":0.4067077108403512,"score_spread":0.1275471377644687,"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."}}