{"id":"W4293466702","doi":"","title":"Instructional Engineering for Learning Objects Repository Networks","year":2004,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Computer science; Human–computer interaction; Data science","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002849036,0.0003102173,0.000301313,0.0002210164,0.0006553275,0.001105426,0.001676092,0.0002947117,0.00002061631],"category_scores_gemma":[0.001220437,0.0003711251,0.0002194913,0.0003815978,0.00007185053,0.0003301071,0.001343499,0.001187246,0.00001444617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002720922,"about_ca_system_score_gemma":0.000637176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002670946,"about_ca_topic_score_gemma":0.00005416777,"domain_scores_codex":[0.9965392,0.001368328,0.0004816681,0.0008570004,0.0003456062,0.0004081698],"domain_scores_gemma":[0.9957154,0.0009541985,0.0004816325,0.001211279,0.001438484,0.0001990398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009003154,0.0003405972,0.001208341,0.0002945621,0.0001335816,0.000005623029,0.01285897,0.3772563,0.0009692851,0.5675501,0.0004865126,0.03888712],"study_design_scores_gemma":[0.0007009946,0.000001257435,0.003957086,0.001908165,0.00003147604,0.00005943709,0.0003183934,0.9597802,0.008287182,0.002856878,0.02127602,0.0008229719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01210002,0.0004185935,0.9514328,0.002887444,0.001548311,0.0004184705,0.000002236497,0.0005880301,0.03060408],"genre_scores_gemma":[0.7424956,0.000110044,0.2510169,0.00005547683,0.0001176617,0.0001337626,0.0001604484,0.00004203509,0.005868053],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7303956,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008717702012607046,"score_gpt":0.2117520700313635,"score_spread":0.2030343680187564,"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."}}