{"id":"W1623579146","doi":"10.19173/irrodl.v2i1.32","title":"Learning Objects: Resources For Distance Education Worldwide","year":2001,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":269,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Computer science; Learning object; Distance education; Synchronous learning; Human–computer interaction; Data science; Multimedia; World Wide Web; Mathematics education; Artificial intelligence; Teaching method; Cooperative learning; Psychology","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":[0.006076732,0.0001088056,0.0002214499,0.000179979,0.000430689,0.0006080668,0.002061652,0.00003216191,0.00008036382],"category_scores_gemma":[0.004651689,0.00008450044,0.00005230121,0.0009738899,0.0001115003,0.000606742,0.00076178,0.0007235175,0.00001817792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001366072,"about_ca_system_score_gemma":0.0003451475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000287742,"about_ca_topic_score_gemma":0.00003298698,"domain_scores_codex":[0.9976731,0.0006859659,0.0004088855,0.0003502317,0.0005787817,0.0003030423],"domain_scores_gemma":[0.9975215,0.00132902,0.0002301153,0.000248748,0.000580782,0.00008987845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002735086,0.0005510047,0.1287701,0.002132227,0.00008445897,0.000009798629,0.004095353,0.00164585,0.0001749742,0.3680323,0.0132041,0.4810264],"study_design_scores_gemma":[0.0004941731,0.0001455062,0.01081022,0.00676604,0.000005492976,0.00002541638,0.01305832,0.009401106,0.00003334678,0.003553614,0.9555366,0.0001701731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1563947,0.08590896,0.06786612,0.2158214,0.001829209,0.007445345,0.00003183072,0.0002594333,0.464443],"genre_scores_gemma":[0.9671344,0.02415317,0.001581247,0.0004146965,0.000107179,0.0002551108,0.0000905283,0.0000113591,0.006252282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9423325,"threshold_uncertainty_score":0.5863602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05746918612966657,"score_gpt":0.427611048821475,"score_spread":0.3701418626918085,"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."}}