{"id":"W4393902165","doi":"10.1016/j.caeai.2024.100219","title":"Role of activity-based learning and ChatGPT on students' performance in education","year":2024,"lang":"en","type":"article","venue":"Computers and Education Artificial Intelligence","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Active learning (machine learning); Psychology; Mathematics education; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0002991212,0.0001207938,0.0001659104,0.0003946472,0.00008817268,0.00008097513,0.00005912756,0.00007478357,0.0000270266],"category_scores_gemma":[0.00007147891,0.0001188119,0.00002876055,0.0003758364,0.00009347602,0.0001321537,0.00002028249,0.0002555255,0.00002309556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000929028,"about_ca_system_score_gemma":0.0006635764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002283464,"about_ca_topic_score_gemma":0.00001946899,"domain_scores_codex":[0.9989781,0.00004553364,0.0003363936,0.0003087969,0.0001735847,0.000157571],"domain_scores_gemma":[0.9994231,0.0001709864,0.00006377168,0.0001164441,0.0001139424,0.0001117458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008179419,0.0004964121,0.03204973,0.0002867139,0.000005545126,3.250279e-7,0.002893799,0.0001529133,0.001227078,0.003041863,0.00003515113,0.9597287],"study_design_scores_gemma":[0.00006600222,0.003506812,0.21972,0.008918472,0.0001286395,0.00006577703,0.02759315,0.3828059,0.3085321,0.02247611,0.02519768,0.0009893326],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938976,0.001558005,0.00133747,0.001455026,0.001055103,0.0003349881,5.091737e-7,0.00003550191,0.0003258045],"genre_scores_gemma":[0.998081,0.0005981799,0.0006382409,0.0002558459,0.0002479661,0.00004349184,0.00001033745,0.00001263258,0.0001122994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9587393,"threshold_uncertainty_score":0.4845007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06267637813011673,"score_gpt":0.4142289072532995,"score_spread":0.3515525291231828,"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."}}