{"id":"W2979723816","doi":"10.29173/iasl7387","title":"\"I always need a translation to read\"","year":2019,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Education, Nanyang Technological University; Nanyang Technological University","keywords":"Malay; Reading (process); Preference; Focus (optics); Relevance (law); Psychology; Data collection; Visibility; Mathematics education; Computer science; Linguistics; Pedagogy; Sociology; Political science; Geography; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004197138,0.0001504597,0.000175472,0.0001571965,0.00005729715,0.0002292216,0.0006922863,0.00007493821,0.00009821346],"category_scores_gemma":[0.0001466166,0.0001383876,0.00004608282,0.000510014,0.00002909045,0.001021841,0.00009562137,0.0001479778,0.0004780349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002963078,"about_ca_system_score_gemma":0.0001899619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004388093,"about_ca_topic_score_gemma":0.000002993877,"domain_scores_codex":[0.998667,0.00001272031,0.0002097619,0.0004530608,0.0003463986,0.0003110317],"domain_scores_gemma":[0.9987798,0.00008623488,0.00007118758,0.0001748339,0.0006550103,0.0002329521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004690018,0.0001447271,0.007624602,0.0001012657,0.00002201019,0.000001703044,0.3899352,0.000004429508,0.01043999,0.2563671,0.005126873,0.3301852],"study_design_scores_gemma":[0.003336499,0.002938732,0.06884517,0.0008618131,0.00006674122,0.0001353691,0.1575621,0.03420534,0.03182236,0.1414407,0.5552468,0.003538397],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8834336,0.00003986036,0.08429398,0.01843122,0.0007999128,0.0005897492,0.000007307184,0.0002517199,0.01215265],"genre_scores_gemma":[0.7629,0.000006426128,0.2344992,0.001141086,0.0001145547,0.00004748833,0.00000217843,0.000008760998,0.001280251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5501199,"threshold_uncertainty_score":0.6144331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104420787426576,"score_gpt":0.3023695093000383,"score_spread":0.2613253014257725,"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."}}