{"id":"W2731904631","doi":"10.5539/hes.v7n3p25","title":"A Study of Interactional Metadiscourse in English Abstracts of Chinese Economics Research Articles","year":2017,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadiscourse; Interpersonal communication; Rhetorical question; China; Psychology; Linguistics; Genre analysis; Social psychology; History","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":[0.0006234457,0.0001162075,0.0003804752,0.0003302431,0.000368016,0.0001013761,0.0002667489,0.00001536484,0.0003842024],"category_scores_gemma":[0.0002984705,0.00008994574,0.0000645059,0.00005142527,0.000721984,0.0004833264,0.0001737367,0.0001268427,0.00001033701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940142,"about_ca_system_score_gemma":0.00007340725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456376,"about_ca_topic_score_gemma":0.01432608,"domain_scores_codex":[0.998872,0.00008383387,0.0004816509,0.000201036,0.0002110851,0.0001503395],"domain_scores_gemma":[0.9977468,0.0002581469,0.0003919841,0.0004516392,0.001128519,0.00002293651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000072975,0.005579362,0.211776,0.0001043168,0.001776851,0.000003098726,0.65716,0.0001046199,0.00002117013,0.1169752,0.0049807,0.00144575],"study_design_scores_gemma":[0.0003259826,0.00008795704,0.395726,0.00005611217,0.00007031136,1.385019e-7,0.5940997,9.076391e-7,0.00003955992,0.004258283,0.00524122,0.00009377625],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468645,0.001520906,1.713629e-8,0.0004558518,0.001484182,0.0001576132,0.000008314434,0.000007557659,0.04950104],"genre_scores_gemma":[0.9919121,0.0001377321,0.00002109557,0.0000140365,0.0006583305,0.00009196904,0.000002192525,0.000009900161,0.007152624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1839501,"threshold_uncertainty_score":0.799429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1875394181600305,"score_gpt":0.4636275956615682,"score_spread":0.2760881775015377,"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."}}