{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.05303096,0.001112566,0.002393023,0.01018055,0.0007397252,0.0058113,0.002875623,0.003029728,0.005867068],"category_scores_gemma":[0.1246609,0.001081685,0.00174753,0.008849157,0.003560155,0.008345409,0.003667942,0.002744221,0.003320453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003346786,"about_ca_system_score_gemma":0.01737032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002496098,"about_ca_topic_score_gemma":0.003357954,"domain_scores_codex":[0.9724882,0.01294762,0.005578612,0.002739379,0.005561559,0.0006846018],"domain_scores_gemma":[0.8098598,0.1458803,0.01571942,0.008491896,0.01733982,0.002708812],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002572568,0.00003369108,0.0006723796,0.0716167,0.0003186276,0.0001393846,0.0006739238,0.0001188806,0.0004627475,0.009337221,0.02100904,0.8953601],"study_design_scores_gemma":[0.0001652052,0.0002727781,0.004213693,0.1809237,0.001166034,0.0007508445,0.0005823722,0.0001028048,0.001641104,0.0125245,0.7975724,0.00008465195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005016348,0.9871402,0.001697906,0.005598354,0.0008827363,0.000200824,0.0004998145,0.000112333,0.003366091],"genre_scores_gemma":[0.005973814,0.984677,0.00419444,0.002139901,0.0009239801,0.0007346049,0.0004408126,0.00008523277,0.0008303194],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9971244,"threshold_uncertainty_score":0.2804579,"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."}}