{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001193607,0.0003629532,0.0002494508,0.0003560908,0.002012754,0.001922362,0.000401138,0.0008665316,0.02368624],"category_scores_gemma":[0.004068248,0.0001836882,0.0002670005,0.0003512264,0.001726715,0.002580061,0.001894393,0.002026962,0.01268914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005480776,"about_ca_system_score_gemma":0.001349377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002687307,"about_ca_topic_score_gemma":0.007713528,"domain_scores_codex":[0.9988075,0.0004740463,0.00005637221,0.0001327639,0.0003965896,0.0001327621],"domain_scores_gemma":[0.9976035,0.00048178,0.0003883293,0.0002874598,0.000775273,0.0004638098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002539399,0.000444874,0.03396385,0.001547861,0.00005760774,0.00439784,0.2135645,0.0001130312,0.02934598,0.04202712,0.2891284,0.385155],"study_design_scores_gemma":[0.00004599035,0.0003930047,0.04195759,0.0008670016,0.00007253406,0.0101983,0.1258314,0.0003478382,0.007535209,0.009944533,0.8026929,0.0001136146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3340314,0.002929849,0.02384344,0.04561974,0.002424308,0.0001911686,0.0007135487,0.00162496,0.5886217],"genre_scores_gemma":[0.7060274,0.003216733,0.02575832,0.0173332,0.0005082819,0.0002139256,0.0006646161,0.0006465918,0.2456309],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02368624,"threshold_uncertainty_score":0.07923836,"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."}}