{"id":"W4362664032","doi":"10.1038/s41597-023-01946-1","title":"Data and Tools Integration in the Canadian Open Neuroscience Platform","year":2023,"lang":"en","type":"article","venue":"Scientific Data","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; Robarts Clinical Trials; Concordia University; McGill University and Génome Québec Innovation Centre; Indoc Research; Ontario Brain Institute; Krembil Foundation; McGill University Health Centre; McGill University; University of Toronto; Western University; McGill Genome Centre; Montreal Neurological Institute and Hospital","funders":"Institut de Cardiologie de Montréal; University of Toronto; McGill University; Simon Fraser University; National Institutes of Health; Canada First Research Excellence Fund; Canada Research Chairs; Health Canada; Government of Ontario; Concordia University; Réseau en Bio-Imagerie du Quebec; Compute Canada; National Institute of Mental Health; Ontario Brain Institute; Fondation Brain Canada; National Institute of Biomedical Imaging and Bioengineering; Université Laval","keywords":"Computer science; Metadata; Data sharing; World Wide Web; Reuse; Data science; Software; Open science; Point (geometry); Data management; Open data; Database; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01032225,0.001164841,0.001139655,0.01358807,0.0077093,0.01239336,0.004605907,0.001489528,0.01149114],"category_scores_gemma":[0.01993172,0.0009896632,0.001388025,0.0219064,0.002605143,0.007950343,0.0152473,0.002394781,0.005678673],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04098216,"about_ca_system_score_gemma":0.1358055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9255553,"about_ca_topic_score_gemma":0.9245082,"domain_scores_codex":[0.9877429,0.001005378,0.0008431631,0.001582338,0.006846698,0.001979463],"domain_scores_gemma":[0.975562,0.001863593,0.000845223,0.00485308,0.01293605,0.003939942],"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":[0.00104536,0.0004109713,0.02707962,0.0009069804,0.0002654857,0.00122509,0.006993909,0.006330368,0.005532266,0.1320179,0.4837613,0.3344308],"study_design_scores_gemma":[0.0001083503,0.00005359128,0.01944908,0.000396377,0.00009446176,0.0002466321,0.003083248,0.01018911,0.003970319,0.03288611,0.9292281,0.000294566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09086017,0.004023466,0.2260751,0.02658398,0.001182875,0.004303747,0.2151448,0.08267914,0.3491469],"genre_scores_gemma":[0.2175266,0.003444216,0.47915,0.003995261,0.000250126,0.002814549,0.2184597,0.006575319,0.06778423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9953941,"threshold_uncertainty_score":0.2973477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7302211163254171,"score_gpt":0.4968576880176869,"score_spread":0.2333634283077302,"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."}}