{"id":"W4410358712","doi":"10.1080/29984475.2025.2501997","title":"Protocol for a Systematic Review of the Impact of Test Preparation Practices on L2 Test Performance and Language Proficiency","year":2025,"lang":"en","type":"review","venue":"Research Synthesis in Applied Linguistics","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Western University","funders":"","keywords":"Protocol (science); Test (biology); Computer science; Test preparation; Medicine; Engineering; Biology; Manufacturing engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09061655,0.00547197,0.01760304,0.01917815,0.005366494,0.008061595,0.004894222,0.008256883,0.1015506],"category_scores_gemma":[0.1257993,0.005942943,0.01679077,0.01540404,0.00556885,0.009730819,0.006079882,0.008136522,0.01485805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01800566,"about_ca_system_score_gemma":0.07917134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009015319,"about_ca_topic_score_gemma":0.02008997,"domain_scores_codex":[0.9536134,0.01703888,0.0163952,0.004677192,0.006110917,0.002164351],"domain_scores_gemma":[0.9213619,0.03222146,0.01717297,0.008096447,0.01853923,0.002608036],"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":[0.002735791,0.0001722968,0.000584916,0.9252732,0.002382885,0.0004645764,0.001954779,0.0005933383,0.0009626332,0.006487171,0.03089006,0.02749844],"study_design_scores_gemma":[0.01865079,0.00101484,0.004425565,0.7488222,0.01080918,0.00059156,0.002485159,0.000813433,0.001619593,0.01178848,0.1985296,0.0004497315],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004049434,0.003626853,0.00212315,0.0007536329,0.0004524286,0.982301,0.009446857,0.0001580446,0.0007331147],"genre_scores_gemma":[0.0003990711,0.001158878,0.003161678,0.0003096986,0.00003257557,0.9938539,0.0006913629,0.00001211236,0.0003808323],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1015506,"threshold_uncertainty_score":0.4792318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1636298798766739,"score_gpt":0.5843519821444451,"score_spread":0.4207221022677712,"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."}}