{"id":"W2078562183","doi":"10.1177/0265532210384253","title":"Impact and consequences of school-based assessment (SBA): Students’ and parents’ views of SBA in Hong Kong","year":2011,"lang":"en","type":"article","venue":"Language Testing","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Perception; Psychology; Competence (human resources); Certificate; Context (archaeology); Medical education; Developmental psychology; Mathematics education; Pedagogy; Social psychology; Medicine","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":[0.0008858168,0.00008307703,0.000169077,0.00009191225,0.00007375069,0.00002735764,0.000150262,0.00003621225,0.00007156334],"category_scores_gemma":[0.0006197664,0.00007525065,0.00001902342,0.0002532114,0.0002923575,0.0001717167,0.00004503408,0.00007789077,6.09541e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008274943,"about_ca_system_score_gemma":0.0001734601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03319608,"about_ca_topic_score_gemma":0.004081465,"domain_scores_codex":[0.9989656,0.0001767526,0.0002719577,0.0001496084,0.0002617351,0.0001744069],"domain_scores_gemma":[0.9992792,0.0002501778,0.000239074,0.00009998431,0.00005103577,0.00008052085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003724774,0.0001567186,0.9646982,0.00004062565,0.000007618654,0.000003175888,0.02109743,0.000002179396,0.01262138,0.0000552694,0.000003792563,0.001309866],"study_design_scores_gemma":[0.0002301558,0.00007428443,0.9656995,0.0002343087,0.00001229038,4.270289e-7,0.03093889,0.00003594098,0.002516512,0.0001809223,0.000001422122,0.00007535989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955471,0.0006171659,0.00001308305,0.00001605929,0.0000681735,0.0002335523,0.000007498069,0.00001749544,0.003479867],"genre_scores_gemma":[0.9963095,0.00002553355,0.003579307,0.00002410074,0.00002589088,0.00001077952,0.000004747596,0.000005127164,0.00001504858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02911461,"threshold_uncertainty_score":0.9732419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2119144028794248,"score_gpt":0.4574731512778527,"score_spread":0.2455587483984279,"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."}}