{"id":"W4410560267","doi":"10.18280/isi.300404","title":"Linked Data in E-Learning Platforms: Enhancement and Impact on Students Learning and Thinking","year":2025,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002460427,0.0004980105,0.0004021027,0.002132034,0.0007084072,0.003583797,0.0006954173,0.0007748677,0.005258861],"category_scores_gemma":[0.01212997,0.0002017076,0.0008125419,0.001724027,0.000324486,0.004015059,0.003256505,0.000890662,0.001343013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006115378,"about_ca_system_score_gemma":0.001124565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008920158,"about_ca_topic_score_gemma":0.0009050684,"domain_scores_codex":[0.9983085,0.0005334713,0.00008895029,0.0002734278,0.0006668925,0.0001286811],"domain_scores_gemma":[0.9925736,0.003766015,0.0005599722,0.001028821,0.001153644,0.0009178092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002320554,0.00972179,0.04468744,0.001160626,0.0001368112,0.0005027782,0.007007284,0.004131835,0.02561431,0.004557763,0.007488869,0.8926699],"study_design_scores_gemma":[0.001583473,0.01255794,0.3577711,0.002320148,0.001768289,0.001305868,0.02353781,0.1091386,0.1673004,0.04998976,0.2719562,0.0007705383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635972,0.000442614,0.01847178,0.0009934069,0.0001722768,0.0003990677,0.0008341786,0.002196804,0.0128926],"genre_scores_gemma":[0.9521269,0.0005872888,0.03707988,0.0001501386,0.00009204043,0.0004132291,0.001598757,0.0003031924,0.007648627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005258861,"threshold_uncertainty_score":0.01759261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182624617615953,"score_gpt":0.3114184884065717,"score_spread":0.2931560266449764,"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."}}