{"id":"W4377229771","doi":"10.1109/educon54358.2023.10125243","title":"Design approach centered on the activity or the learning situations: for a learner-centered learning environment (LCLE)","year":2023,"lang":"en","type":"article","venue":"","topic":"Educational Technology and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Proposition; Formal learning; Process (computing); Learning environment; Human–computer interaction; Robot learning; Proactive learning; Learning sciences; Table (database); Active learning (machine learning); Artificial intelligence; Experiential learning; Knowledge management; Mathematics education; Psychology; Programming language; Robot","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00173416,0.0001910194,0.0001487831,0.0001282695,0.001735726,0.0001933495,0.0009814497,0.0001113361,0.00007669841],"category_scores_gemma":[0.000804667,0.0000981925,0.0000956116,0.000522486,0.0001146916,0.0002320302,0.0003322634,0.0008565157,0.0003555705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008203487,"about_ca_system_score_gemma":0.00007712992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009031372,"about_ca_topic_score_gemma":0.000001617526,"domain_scores_codex":[0.9978929,0.0006491701,0.0001935228,0.0005111248,0.0003081688,0.0004451466],"domain_scores_gemma":[0.9970206,0.002287346,0.0001576033,0.0004532935,0.00003359709,0.00004757255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003494987,0.0008341972,0.002503065,0.00005123109,0.0003272645,0.000006881858,0.0126793,0.5809053,0.003898839,0.1869826,0.00987237,0.2015894],"study_design_scores_gemma":[0.0005955394,0.0005636129,0.003697844,0.0000334443,0.00002057362,0.00001415524,0.006494646,0.9414672,0.001970574,0.004121226,0.04069677,0.0003243872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0265817,0.00001874438,0.9460433,0.02419611,0.0001470572,0.0008095967,4.476457e-7,0.0007463311,0.001456719],"genre_scores_gemma":[0.9708202,0.0001091109,0.01115199,0.000320563,0.00005755875,0.0004730138,0.00001220969,0.00002237364,0.017033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9442385,"threshold_uncertainty_score":0.9995639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439385811032657,"score_gpt":0.2988410555766269,"score_spread":0.1549024744733612,"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."}}