{"id":"W4282568562","doi":"10.5539/elt.v15n7p38","title":"A Study of Metaphor for Writing Skill in EFL Contexts","year":2022,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Educational Methods and Analysis","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Reading (process); Active listening; Perception; Pedagogy; Foreign language; Cognition; Mathematics education; Qualitative research; Metaphor; Linguistics; Sociology; Communication","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":[0.005563883,0.00005398845,0.000177212,0.0001450521,0.0004975459,0.00002623507,0.0002007057,0.00001541429,0.00009288698],"category_scores_gemma":[0.003640021,0.00005688528,0.00007211812,0.0002487993,0.00001974644,0.00009057387,0.00005395883,0.0002301533,1.701504e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008361344,"about_ca_system_score_gemma":0.00005505208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005485286,"about_ca_topic_score_gemma":0.002426212,"domain_scores_codex":[0.9980221,0.00115692,0.0002237755,0.0001582321,0.0002751825,0.000163785],"domain_scores_gemma":[0.9987341,0.0009875349,0.0001063269,0.0001045303,0.00003467728,0.0000328799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005063585,0.0003951623,0.01962613,0.00000547155,0.0000269239,0.000003773437,0.9564635,0.00007539699,0.0001184623,0.006966187,0.00002392068,0.01629002],"study_design_scores_gemma":[0.0003234868,0.00005370204,0.0006694988,0.000006935055,0.00002535801,9.497221e-8,0.9975529,0.00002567249,0.00001978499,0.0002715399,0.0009845162,0.00006645883],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933342,0.0003107633,0.0001157435,0.0001045443,0.000187339,0.000296345,0.0000107139,0.00002656587,0.005613744],"genre_scores_gemma":[0.994921,9.367515e-7,0.004187798,0.00005707529,0.0002760024,0.0001264779,0.000005703997,0.000008199198,0.0004168425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04108947,"threshold_uncertainty_score":0.8292149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02717096791319735,"score_gpt":0.4025427414670383,"score_spread":0.375371773553841,"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."}}