{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.009088059,0.0008112643,0.001543843,0.1952435,0.001196344,0.005601956,0.0008169505,0.0007134437,0.003289781],"category_scores_gemma":[0.03345035,0.0003354115,0.002005295,0.2226331,0.0009386154,0.004325739,0.00325026,0.0008005293,0.001111696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002527748,"about_ca_system_score_gemma":0.00558803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009007536,"about_ca_topic_score_gemma":0.009630045,"domain_scores_codex":[0.9893121,0.001489393,0.002396298,0.001052413,0.005186677,0.0005631202],"domain_scores_gemma":[0.9622427,0.01357702,0.009343321,0.001971681,0.01172496,0.001140198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003488441,0.0001403684,0.5477148,0.023176,0.002255444,0.0007660914,0.0062415,0.002016289,0.002346801,0.009715903,0.04578639,0.3594916],"study_design_scores_gemma":[0.00002918772,0.000184375,0.8656891,0.002882037,0.001129415,0.001029786,0.005657227,0.001405113,0.001319878,0.001792712,0.1187885,0.00009271291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6136481,0.1059537,0.006276865,0.00457887,0.0008524544,0.001032818,0.2048247,0.00112614,0.06170639],"genre_scores_gemma":[0.833688,0.04494644,0.01182575,0.0004026151,0.0007104888,0.001357527,0.1023387,0.0002064157,0.00452414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8047565,"threshold_uncertainty_score":0.0480628,"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."}}