{"id":"W3098974223","doi":"10.5430/ijhe.v10n1p252","title":"The Use of English Collocations in Written Translation – A Case of University English-Majored Students","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Translation Studies and Practices","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Noun; Linguistics; Verb; Adverb; Adjective; Psychology; Computer 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":[0.0002102775,0.00005881463,0.0001146926,0.0001197586,0.00007922705,0.00007718405,0.0002155694,0.00002244197,0.0001414619],"category_scores_gemma":[0.0001392991,0.00004831706,0.00007190504,0.00008664242,0.0001050546,0.0007183504,0.00001383709,0.0001101997,8.015124e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003899893,"about_ca_system_score_gemma":0.0001230698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003397058,"about_ca_topic_score_gemma":0.0006633094,"domain_scores_codex":[0.9990515,0.0001202231,0.0004176538,0.0000633294,0.000295831,0.00005143013],"domain_scores_gemma":[0.9967236,0.0005201923,0.0005091618,0.00005399626,0.00216066,0.00003238992],"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":[0.002524356,0.001773875,0.04349541,0.00008193343,0.001315527,0.00006367194,0.7403504,0.001687365,0.0001704671,0.1349927,0.01704995,0.0564944],"study_design_scores_gemma":[0.0006732708,0.0000707007,0.009782675,0.00004357033,0.00006302436,0.000004133949,0.01874678,0.0000390076,0.00002980491,0.0001191652,0.9703744,0.00005344431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752949,0.001226688,0.00007049944,0.009876944,0.005489431,0.0002320281,0.0000957935,0.00001126858,0.007702381],"genre_scores_gemma":[0.9983343,0.0002373402,0.0001990356,0.0001217709,0.0007743576,9.954598e-7,0.000007571358,0.000004809533,0.0003197757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9533245,"threshold_uncertainty_score":0.1970313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08002052876970897,"score_gpt":0.3206767074461369,"score_spread":0.2406561786764279,"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."}}