{"id":"W1509236966","doi":"","title":"Building a Learning Object Content Management System","year":2005,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Suite; Computer science; Learning object; Software engineering; Learning Management; Object (grammar); World Wide Web; Content management; Content management system; Multimedia; Engineering management; Engineering; Artificial intelligence","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":[0.0003822224,0.00008745124,0.00009540789,0.00009977554,0.0002119985,0.0003235802,0.0004576796,0.00002103235,0.00007181118],"category_scores_gemma":[0.00001325999,0.00007735902,0.00004258381,0.0002234926,0.000007413902,0.0003968405,0.0002204255,0.0001405296,0.000717446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001275461,"about_ca_system_score_gemma":0.00001717786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003265939,"about_ca_topic_score_gemma":0.000003093849,"domain_scores_codex":[0.9990672,0.00007077205,0.0001699,0.0002642935,0.0001944853,0.0002333588],"domain_scores_gemma":[0.9995815,0.0000294419,0.00005940578,0.0002079487,0.00004094865,0.00008072675],"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":[0.000001213315,0.00002627554,0.0005099155,0.0000255965,0.00001884671,0.000005326296,0.0007370073,0.002755482,0.0002898305,0.9086304,0.000582299,0.08641782],"study_design_scores_gemma":[0.0009500491,0.0001245169,0.01026728,0.000224235,0.0000195395,0.00008723993,0.03822511,0.3541955,0.002253086,0.0000709033,0.5929487,0.0006338604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01720935,0.00004195005,0.4708339,0.001661584,0.0004048282,0.0001644737,2.29819e-8,0.0006247513,0.5090591],"genre_scores_gemma":[0.8204134,0.000005523447,0.1632285,0.0002452226,0.00007233808,0.00001397295,2.982395e-7,0.000005507808,0.01601527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9085595,"threshold_uncertainty_score":0.9221556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842434320971278,"score_gpt":0.2672670923998079,"score_spread":0.2388427491900951,"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."}}