{"id":"W3083773551","doi":"10.28945/3079","title":"Interoperability Gap Challenges for Learning Object Repositories & Learning Management Systems","year":2007,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Learning Management; Learning object; Interoperability; Metadata; Middleware (distributed applications); Object (grammar); World Wide Web; Multimedia; Database; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09559634,0.0006323481,0.0018413,0.005411184,0.006294676,0.03301772,0.006592813,0.01034885,0.007334666],"category_scores_gemma":[0.1193496,0.001156444,0.001335387,0.005924284,0.01049527,0.05893501,0.01909576,0.006494008,0.001668668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008146761,"about_ca_system_score_gemma":0.01265738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004110757,"about_ca_topic_score_gemma":0.001525828,"domain_scores_codex":[0.9111661,0.04542774,0.007589198,0.005405775,0.02615632,0.004254829],"domain_scores_gemma":[0.8656617,0.09172779,0.006858031,0.01651916,0.01640846,0.002824897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000441424,0.0001365449,0.001624134,0.0004870229,0.0000429846,0.0003602748,0.007277411,0.003246723,0.0007183647,0.8914835,0.006278207,0.0883006],"study_design_scores_gemma":[0.0000353311,0.00008946731,0.001568717,0.00149254,0.00004758266,0.0006778224,0.01954344,0.01787678,0.001564434,0.7778277,0.1791934,0.00008275557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1090635,0.01521688,0.5056041,0.2151813,0.0009587741,0.0009048493,0.000368149,0.001087024,0.1516155],"genre_scores_gemma":[0.7019017,0.007644186,0.2605872,0.01196524,0.0009774816,0.00161037,0.0007672849,0.0005513959,0.01399521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09559634,"threshold_uncertainty_score":0.5055678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05668111763038809,"score_gpt":0.3315257719924652,"score_spread":0.2748446543620772,"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."}}