{"id":"W2611387109","doi":"10.5539/cis.v10n2p97","title":"Type Safe Metadata Combining","year":2017,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Computer science; Meta Data Services; Metadata repository; Data element; Database catalog; Information retrieval; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002653823,0.00005711956,0.00006753396,0.00009395355,0.0002531166,0.0007367834,0.0003848147,0.0000160599,0.000003756107],"category_scores_gemma":[0.00002949582,0.0000540079,0.000007455002,0.00008825558,0.00009476579,0.009694038,0.0001281351,0.0000486564,0.00006144614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002045299,"about_ca_system_score_gemma":0.0000187379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002993783,"about_ca_topic_score_gemma":8.981073e-8,"domain_scores_codex":[0.9995681,0.000001479451,0.0001364411,0.00005356152,0.0001234873,0.0001169204],"domain_scores_gemma":[0.9995204,0.00001121701,0.00003320607,0.0003261972,0.00005520026,0.00005377162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006667988,0.00001024863,0.005070676,0.0004385464,0.00006064034,0.0000028361,0.005964911,0.2305145,0.0021002,0.1521785,0.00818626,0.5954661],"study_design_scores_gemma":[0.0001154102,0.000009616304,0.04592201,0.00002078942,0.000001382268,0.00001097916,0.000009785858,0.8515189,0.0003619406,0.00001797573,0.1019147,0.00009655137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05962698,0.00007730325,0.8751482,0.00009086131,0.004189139,0.0001487157,0.000003986027,0.0003575517,0.06035721],"genre_scores_gemma":[0.9906482,0.00001759048,0.00921799,0.00005250168,0.00004104454,0.000001505175,0.000002058635,0.000002581079,0.00001657538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9310212,"threshold_uncertainty_score":0.710482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542064194095856,"score_gpt":0.2292467052545886,"score_spread":0.21382606331363,"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."}}