{"id":"W4413208171","doi":"10.5539/hes.v15n3p348","title":"Factors Affecting Academic Achievement in Thai Educational Contexts: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Higher Education Studies","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic achievement; Psychology; Psychological intervention; Publication; Cognition; Inclusion (mineral); Mathematics education; Educational research; Adaptation (eye); Quality (philosophy); Social 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":[0.007709153,0.001497143,0.005259697,0.014902,0.001053001,0.003592788,0.001528632,0.001366228,0.003801678],"category_scores_gemma":[0.03409955,0.001068155,0.005208128,0.0175444,0.0008936099,0.002709865,0.001949787,0.001105482,0.0003099984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003302306,"about_ca_system_score_gemma":0.0232528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01097035,"about_ca_topic_score_gemma":0.0395929,"domain_scores_codex":[0.9937251,0.001754046,0.002710587,0.0004102974,0.001185769,0.0002140973],"domain_scores_gemma":[0.9732656,0.01836813,0.004719389,0.0003854535,0.00285854,0.000402715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008255424,0.00002591273,0.001325991,0.9214767,0.002898048,0.0001674357,0.0006441971,0.00008143752,0.0001365344,0.0002945479,0.001457344,0.07140927],"study_design_scores_gemma":[0.00008247693,0.0001804977,0.007239006,0.9292024,0.03260498,0.0006043731,0.001431715,0.0000727905,0.0002079331,0.0003192683,0.02800597,0.00004858103],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001623918,0.9967219,0.0002057926,0.0002508467,0.0001075325,0.0003588973,0.0003529178,0.000009226002,0.0003688599],"genre_scores_gemma":[0.01127059,0.9870424,0.0006258249,0.0002183005,0.00004574611,0.0004880739,0.0002055733,0.000004295369,0.00009916504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.014902,"threshold_uncertainty_score":0.04077041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085749366301722,"score_gpt":0.4649980736624247,"score_spread":0.3564231370322526,"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."}}