{"id":"W4416760191","doi":"10.47116/apjcri.2025.11.20","title":"A Global Bibliometric Analysis of Assessment Literacy in Preservice Teacher Education (2000–2024)","year":2025,"lang":"","type":"article","venue":"Asia-pacific Journal of Convergent Research Interchange","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher education; Literacy; Higher education; Student teacher","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.01769079,0.0004454654,0.001473402,0.1389893,0.0003210788,0.0007105586,0.002655795,0.0004132867,0.009288974],"category_scores_gemma":[0.001327522,0.0004219366,0.0009525032,0.3496183,0.0006517383,0.001517918,0.0008452647,0.001660278,0.00003443013],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004568597,"about_ca_system_score_gemma":0.008436815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005924468,"about_ca_topic_score_gemma":0.002497775,"domain_scores_codex":[0.9862078,0.00430344,0.002645358,0.0007053532,0.004716496,0.001421567],"domain_scores_gemma":[0.9902063,0.001137391,0.001287099,0.0007435893,0.006037632,0.0005879688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005266097,0.004722189,0.845129,0.0003439769,0.003742841,0.00003902264,0.02235534,0.00001475761,0.000136318,0.003912152,0.03040258,0.08867527],"study_design_scores_gemma":[0.001282986,0.0007714362,0.828411,0.001220969,0.001241761,0.000003229838,0.1089891,0.001422124,0.00004140872,0.001781991,0.0545038,0.0003302458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7796365,0.01797712,0.0004819694,0.008602354,0.006630647,0.001439302,0.00006721177,0.00001152853,0.1851534],"genre_scores_gemma":[0.9644034,0.01326809,0.0002983299,0.00005336469,0.0003705876,0.00005550139,0.00001747175,0.00001770242,0.02151557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.210629,"threshold_uncertainty_score":0.9998233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07266060113008153,"score_gpt":0.4862009035020972,"score_spread":0.4135403023720156,"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."}}