{"id":"W2914095861","doi":"10.17161/iallt.v37i1.8427","title":"Evaluating a Learning Object Repository","year":2005,"lang":"en","type":"article","venue":"IALLT Journal of Language Learning Technologies","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Object (grammar); Learning object; Computer science; World Wide Web; Order (exchange); Value (mathematics); Research Object; Information retrieval; Multimedia; Artificial intelligence; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.001882117,0.00019132,0.0003174237,0.0004811339,0.0004678819,0.0004475427,0.001463198,0.0001678609,0.00003536012],"category_scores_gemma":[0.004248995,0.0001664441,0.0001542416,0.0005593848,0.00008624948,0.0009143861,0.0004162859,0.002044038,0.00006207428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490244,"about_ca_system_score_gemma":0.0002090159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000160135,"about_ca_topic_score_gemma":0.000002552115,"domain_scores_codex":[0.9977827,0.0003961056,0.0005949424,0.0002796836,0.0005656179,0.0003809337],"domain_scores_gemma":[0.9980832,0.0003230657,0.0009258722,0.00032707,0.0002785341,0.00006224882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003048394,0.0001048062,0.006995441,0.00002826736,0.00009513061,0.0002540366,0.02553366,0.0542496,0.05750031,0.002987059,0.0004592133,0.851762],"study_design_scores_gemma":[0.004698846,0.006915845,0.007478804,0.001629437,0.0002137015,0.008412356,0.4950733,0.1624255,0.1761501,0.001617363,0.1327208,0.002664019],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954285,0.0034761,0.02074415,0.005267376,0.0006694847,0.0001276128,6.130659e-8,0.00186701,0.01356323],"genre_scores_gemma":[0.8869643,0.00008776189,0.1106579,0.00005360209,0.0002504228,0.000003710388,4.408185e-7,0.00001824101,0.001963604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.849098,"threshold_uncertainty_score":0.8880441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347767937443988,"score_gpt":0.3335084607151635,"score_spread":0.3100307813407236,"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."}}