{"id":"W1921505225","doi":"10.1186/s40468-015-0018-0","title":"Raising the bar: language testing experience and second language motivation among South Korean young adolescents","year":2015,"lang":"en","type":"article","venue":"Language Testing in Asia","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of British Columbia","funders":"","keywords":"Psychology; Language assessment; Test (biology); Exploratory factor analysis; Salient; Context (archaeology); Language proficiency; Language education; Developmental psychology; Mathematics education; Pedagogy; Social psychology; Psychometrics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001196652,0.0001727293,0.0001635759,0.0001165519,0.0003790079,0.0002336757,0.0002965634,0.0000952475,0.00007031806],"category_scores_gemma":[0.01178221,0.0001466103,0.00002505532,0.0006690885,0.000281807,0.0002718141,0.00008347486,0.0003070033,0.0000187586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001225597,"about_ca_system_score_gemma":0.0001959123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02358272,"about_ca_topic_score_gemma":0.004344651,"domain_scores_codex":[0.9982811,0.0003105792,0.000292235,0.0003105471,0.0003516006,0.0004539703],"domain_scores_gemma":[0.998784,0.0004489564,0.0001965715,0.0002605709,0.00009759096,0.0002122783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002386804,0.00001581847,0.4479496,0.00001283272,0.000001440253,0.00001631798,0.5419576,0.000007893404,0.0008383516,0.00004456532,0.0000213882,0.009131786],"study_design_scores_gemma":[0.0004066693,0.00001566158,0.4924166,0.0002642742,0.000007156562,0.00001066884,0.5053908,0.0007270044,0.0004317423,0.00003614063,0.00006318431,0.0002300983],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562259,0.0002515588,0.00001701482,0.00009724402,0.0002272971,0.0002991774,0.000005636289,0.0001872283,0.04268894],"genre_scores_gemma":[0.9968168,6.188339e-7,0.001143609,0.0002691511,0.0005653978,0.00001761427,0.000007544709,0.00002469487,0.001154632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04446694,"threshold_uncertainty_score":0.996542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066673638797676,"score_gpt":0.4019436657537405,"score_spread":0.295276301873973,"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."}}