{"id":"W6931336405","doi":"10.5281/zenodo.5085845","title":"ICPSR's Metadata Curation Process","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Human Mobility and Location-Based Analysis","field":"Social Sciences","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001169029,0.00007613439,0.0001062241,0.0001088246,0.004391634,0.001365347,0.0006159248,0.00005479132,0.02805589],"category_scores_gemma":[0.002024648,0.00008638632,0.00005349149,0.000971495,0.0002329336,0.0008196753,0.0002132121,0.000156213,0.003034001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307957,"about_ca_system_score_gemma":0.00003051243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002108746,"about_ca_topic_score_gemma":0.0000745408,"domain_scores_codex":[0.9980108,0.0007182295,0.000193207,0.0003432024,0.0004821653,0.000252416],"domain_scores_gemma":[0.9982182,0.00003580755,0.00007306192,0.000365936,0.00115939,0.0001476276],"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":[0.00006257481,0.0009307679,0.00006273546,0.0002090463,0.0002549745,0.00004651458,0.04698585,0.0007992766,0.003555117,0.2789425,0.1341538,0.5339968],"study_design_scores_gemma":[0.0001404056,0.00002055769,0.0001846689,0.0000114897,0.00002654916,0.000004366099,0.005147656,0.0003395195,0.0004265568,0.001522936,0.9920617,0.0001135345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06263132,0.000463455,0.0854682,0.01977675,0.0003002723,0.0009789763,0.0003366374,0.0022538,0.8277906],"genre_scores_gemma":[0.992735,0.00009168262,0.00009608417,0.0002130262,0.0002130308,5.065051e-8,0.001974432,0.0002737412,0.004402991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9301037,"threshold_uncertainty_score":0.9996713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05533204062796911,"score_gpt":0.3167230387491485,"score_spread":0.2613909981211794,"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."}}