{"id":"W7096287784","doi":"","title":"G.: Global vs. Community Metadata Standards: Empowering Users for Knowledge Exchange","year":2002,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Learning object; Standardization; Folksonomy; Interoperability; Knowledge sharing; Geospatial metadata; Object (grammar)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008729663,0.000109047,0.0001384911,0.00004467418,0.0004551244,0.0005235321,0.001122009,0.00003727824,0.0004653783],"category_scores_gemma":[0.0002083731,0.0001014387,0.00005712689,0.0003504411,0.0000272824,0.001191242,0.0004728941,0.0001409457,0.00008714035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001485951,"about_ca_system_score_gemma":0.00005390355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001574154,"about_ca_topic_score_gemma":0.0003734641,"domain_scores_codex":[0.9990658,0.0001575505,0.0001501446,0.0001929446,0.0001714495,0.0002621001],"domain_scores_gemma":[0.9989462,0.000139665,0.00004689911,0.000583212,0.0001638472,0.0001201792],"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":[0.00002081499,0.0007596814,0.002680805,0.0001675321,0.0001040536,0.000002053435,0.0283103,0.00005790437,0.00002900253,0.2236185,0.575863,0.1683863],"study_design_scores_gemma":[0.0005194707,0.0001444715,0.001496861,0.00001891777,0.000008725779,0.000006710856,0.004162171,0.02130085,0.00009962958,0.0003483006,0.9716486,0.0002453347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0107328,0.0006182285,0.5753552,0.002783468,0.001342937,0.0003704525,0.00004010997,0.000453883,0.408303],"genre_scores_gemma":[0.9516867,0.00004827051,0.03561216,0.0006218983,0.00007260104,0.00003077844,0.000009675717,0.000009658747,0.01190829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9409539,"threshold_uncertainty_score":0.5095567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07435724248369227,"score_gpt":0.3487723255807959,"score_spread":0.2744150830971036,"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."}}