{"id":"W4387546470","doi":"10.18162/ritpu-2023-v20n2-11","title":"AMUQquiz et Kaïros : regards croisés sur la création et le développement de deux plateformes d’apprentissage adaptatives","year":2023,"lang":"fr","type":"article","venue":"Revue internationale des technologies en pédagogie universitaire","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001299975,0.0002854752,0.000270957,0.0007918654,0.0007472815,0.0001467518,0.001044062,0.0007673073,0.0001408642],"category_scores_gemma":[0.001868271,0.0003446545,0.0001767021,0.001206604,0.00135739,0.002110041,0.0005994969,0.0008231046,0.000319538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037429,"about_ca_system_score_gemma":0.0006074038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003565482,"about_ca_topic_score_gemma":0.0009976751,"domain_scores_codex":[0.9979197,0.000342906,0.0003872834,0.000383116,0.0003850729,0.0005818898],"domain_scores_gemma":[0.9980953,0.000885665,0.0003686045,0.0002831235,0.0003144325,0.00005281316],"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":[0.00004559416,0.0001401991,0.01039812,0.0002158269,0.0003306709,0.0002381559,0.0554408,0.004902209,0.0001996789,0.5142055,0.0117076,0.4021757],"study_design_scores_gemma":[0.001016684,0.0001987176,0.01193174,0.0009685983,0.00006567591,0.0000694057,0.4132499,0.006498973,0.001841826,0.03850734,0.5250108,0.0006402952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.836534,0.001303204,0.01153106,0.1031548,0.0005417126,0.0004112925,0.00008451252,0.003297725,0.04314178],"genre_scores_gemma":[0.8084013,0.0105558,0.003864837,0.00006970138,0.00003634236,0.00002985102,0.0001551855,0.00002839852,0.1768586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5133032,"threshold_uncertainty_score":0.9999005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04466131555686452,"score_gpt":0.3155067938229092,"score_spread":0.2708454782660447,"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."}}