{"id":"W6912730934","doi":"10.5281/zenodo.5085844","title":"ICPSR's Metadata Curation Process","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Public Safety Research and Treatment","funders":"","keywords":"Metadata; Process (computing); Data curation; Presentation (obstetrics); Digital curation; Geospatial metadata","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03149454,0.001386003,0.001680253,0.01263279,0.005103434,0.01355083,0.003180628,0.002872438,0.1494495],"category_scores_gemma":[0.05723078,0.001495941,0.001893332,0.01652622,0.002178388,0.01075396,0.01377113,0.004512482,0.2017409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003446872,"about_ca_system_score_gemma":0.02534318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02926513,"about_ca_topic_score_gemma":0.01560172,"domain_scores_codex":[0.9739581,0.005668983,0.002049679,0.002994986,0.01428838,0.001039891],"domain_scores_gemma":[0.9486893,0.006139953,0.0009705052,0.01929195,0.02294269,0.001965571],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006369421,0.00003292588,0.0003471402,0.0002965274,0.00001588053,0.00005549524,0.0007077044,0.0001628635,0.0009675745,0.01237671,0.8898513,0.09512217],"study_design_scores_gemma":[0.00001556775,0.000009759763,0.0003092554,0.0000791959,0.000005942101,0.00004262735,0.000179895,0.0002661416,0.0009214112,0.003989722,0.9941611,0.00001947634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.003367664,0.001838581,0.2758603,0.02552121,0.008056588,0.005372743,0.1887519,0.1482653,0.3429658],"genre_scores_gemma":[0.01813443,0.002298816,0.2981884,0.004700335,0.001950278,0.003997051,0.2938118,0.05016623,0.3267526],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9685054,"threshold_uncertainty_score":0.4999584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030062227628769,"score_gpt":0.3230736574713839,"score_spread":0.220067434708507,"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."}}