{"id":"W4280604425","doi":"10.1038/s41597-022-01334-1","title":"Recommendations for repositories and scientific gateways from a neuroscience perspective","year":2022,"lang":"en","type":"article","venue":"Scientific Data","topic":"Research Data Management Practices","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Karolinska Institutet","keywords":"Perspective (graphical); Gateway (web page); Set (abstract data type); Service (business); World Wide Web; Key (lock); Data science; Computer science; Neuroscience; Psychology; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.005581965,0.0001239591,0.0001174858,0.0003842775,0.005351574,0.02247432,0.01016537,0.00001309915,0.00003675876],"category_scores_gemma":[0.002157443,0.0001269386,0.00002560924,0.002062084,0.0006772501,0.03056446,0.01878372,0.0002028283,0.00001030638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084217,"about_ca_system_score_gemma":0.0003278387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002816133,"about_ca_topic_score_gemma":0.00009391925,"domain_scores_codex":[0.9954063,0.0002640593,0.0002499262,0.002582193,0.001044911,0.0004525691],"domain_scores_gemma":[0.9935909,0.0004146115,0.0001933946,0.005416384,0.000232627,0.000152068],"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":[0.00001722708,0.000203861,0.0001442786,0.0000119048,0.00001798294,0.00001666252,0.001965091,0.00002479142,0.007425717,0.4553114,0.5283482,0.006512909],"study_design_scores_gemma":[0.0001901028,0.00005693296,0.0003484922,0.000004584588,0.00001120706,0.000007896195,0.001898063,0.04035956,0.0002586125,0.01267108,0.9440337,0.0001597211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009315575,0.001842159,0.8094608,0.09465183,0.03633469,0.002950813,0.04198541,0.0006501427,0.002808628],"genre_scores_gemma":[0.4311768,0.0001790884,0.4319045,0.00135317,0.0005900064,0.001228505,0.02441338,0.00008619446,0.1090684],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4426403,"threshold_uncertainty_score":0.9959433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.25733234120299,"score_gpt":0.4056090017322596,"score_spread":0.1482766605292696,"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."}}