{"id":"W4220837666","doi":"10.5430/wjel.v12n2p414","title":"An Integrated Activity-Based Approach for Teaching Metaphor to Translation Students","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metaphor; Arabic; Translation (biology); Computer science; Linguistics; Natural language processing; Mathematics education; Psychology; Philosophy; Chemistry","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":[0.002174975,0.0001758674,0.0003341625,0.000665891,0.0002261554,0.00007829039,0.0004758261,0.00004283531,0.0007638287],"category_scores_gemma":[0.0002091623,0.0001558126,0.0002431839,0.0004431342,0.00001864852,0.0002205952,0.00002023021,0.0006943416,0.000002236804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069656,"about_ca_system_score_gemma":0.00004813067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007539181,"about_ca_topic_score_gemma":0.00005968244,"domain_scores_codex":[0.9978162,0.0007619825,0.0003864103,0.0002539441,0.0005055654,0.0002758839],"domain_scores_gemma":[0.9988953,0.0001762769,0.0002922662,0.0002590325,0.0002191292,0.0001579549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.007856926,0.00783333,0.001738337,0.00009354296,0.001187718,0.0002766456,0.4562055,0.00600885,0.0290898,0.001297757,0.008574127,0.4798374],"study_design_scores_gemma":[0.02421011,0.006895051,0.00480003,0.0001312224,0.001962006,0.0001072167,0.6430401,0.002351709,0.01024674,0.0002238295,0.304127,0.001905007],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038674,0.0005436683,0.08643734,0.00006988912,0.001608188,0.0006311464,0.0001323856,0.00007128934,0.006638675],"genre_scores_gemma":[0.9838685,4.383652e-7,0.01379667,0.0005890711,0.000740245,0.0001174702,0.0001160988,0.00004395361,0.0007274879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4779324,"threshold_uncertainty_score":0.8363389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317163544465745,"score_gpt":0.3310800612604416,"score_spread":0.3079084258157842,"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."}}