{"id":"W2181448381","doi":"10.5539/ells.v5n4p98","title":"A Comparative Analysis of the Generic Structure of RA English Abstracts in Chinese-Medium and English-Medium Linguistics Journals","year":2015,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing Institute of Technology","keywords":"Linguistics; Listing (finance); First language; Computer science; Foreign language; Philosophy","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":[0.0004533275,0.000343619,0.00121781,0.0004870304,0.0001653753,0.0001742079,0.0002323387,0.00009295122,0.00004727228],"category_scores_gemma":[0.005856988,0.0001994687,0.0001853431,0.0007439775,0.0008236759,0.0001854457,0.0002465303,0.0004533988,9.554426e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002424511,"about_ca_system_score_gemma":0.00004313521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008703082,"about_ca_topic_score_gemma":0.004716123,"domain_scores_codex":[0.998135,0.000171146,0.0006671706,0.0003186241,0.0004434657,0.0002645415],"domain_scores_gemma":[0.9961717,0.0003456029,0.0004635956,0.0003249041,0.002608959,0.00008525755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003212633,0.00005975406,0.01026316,0.0001136449,0.002732021,0.00002615867,0.9837901,0.000156633,0.00004933141,0.00142112,0.001296629,0.00005931214],"study_design_scores_gemma":[0.0007680357,0.00008156368,0.01459932,0.0003553129,0.001749485,9.867343e-7,0.9724484,0.00002923733,0.0003030012,0.0002923168,0.009058211,0.0003141119],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891868,0.09553846,2.62125e-7,0.0000412668,0.001520314,0.0001545673,0.0004101421,0.00002348774,0.01044349],"genre_scores_gemma":[0.9956399,0.0007068022,0.00007425496,0.0000713841,0.003133518,0.000006631505,0.000045296,0.00001332857,0.0003088711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1037719,"threshold_uncertainty_score":0.8134099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226622545719482,"score_gpt":0.3028026316445642,"score_spread":0.2805364061873694,"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."}}