{"id":"W2942846752","doi":"10.15642/nobel.2019.10.1.71-86","title":"Young Learners’ Perceptions on the Implementation of Online English Proficiency Test","year":2019,"lang":"en","type":"article","venue":"NOBEL Journal of Literature and Language Teaching","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Test (biology); Laptop; Psychology; Feeling; Perception; Mathematics education; Quarter (Canadian coin); Digital media; Medical education; Computer science; Social psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006910323,0.00005941337,0.0001034557,0.0001159196,0.0001577005,0.00009773333,0.0001422392,0.00005544736,0.00009039774],"category_scores_gemma":[0.0003588637,0.00003662033,0.00004653421,0.0001351512,0.00004698081,0.0002637903,0.00002110283,0.0004103046,0.000001643666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002254088,"about_ca_system_score_gemma":0.00005732277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005856178,"about_ca_topic_score_gemma":0.0001314269,"domain_scores_codex":[0.9993308,0.0000796582,0.0001962806,0.00006902056,0.0002147124,0.0001095178],"domain_scores_gemma":[0.9994877,0.0001591339,0.000175598,0.0000699298,0.00007844471,0.00002917584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001244433,0.0001223988,0.1586634,0.00001308995,0.00001866011,0.00001005432,0.7826089,6.248604e-7,0.005488733,0.02325701,0.0004912076,0.02931348],"study_design_scores_gemma":[0.0008671535,0.0005891122,0.1421761,0.0004332518,0.00003331897,0.0000450732,0.8459994,0.000005976467,0.0005128379,0.0008670585,0.008260491,0.0002102382],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855033,0.0003445375,0.000009110576,0.001380567,0.0001374793,0.00009947226,0.000009772208,0.00001255768,0.01250326],"genre_scores_gemma":[0.9988075,0.00004813197,0.0001822988,0.0001893191,0.0002010114,3.988382e-7,0.000006402585,0.000003928722,0.0005610025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06339047,"threshold_uncertainty_score":0.1782592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007960196670808108,"score_gpt":0.3098425261523046,"score_spread":0.3018823294814965,"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."}}