{"id":"W2996988929","doi":"10.5539/ies.v13n1p84","title":"Critical Analysis and Identity Construction of Chinese News Media from Transitivity Perspective","year":2019,"lang":"en","type":"article","venue":"International Education Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transitive relation; Mainstream; Construct (python library); Identity (music); News media; Meaning (existential); China; Perspective (graphical); Linguistics; Sociology; Cultural identity; Advertising; Media studies; Psychology; Computer science; Political science; Aesthetics; Social science; Artificial intelligence; Mathematics; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009610014,0.0001071998,0.000307204,0.0002821995,0.0000923953,0.00007821216,0.00009058264,0.00001713564,0.001686481],"category_scores_gemma":[0.0008562179,0.00008761888,0.0001304603,0.0001177228,0.000580053,0.0005980458,0.00005065467,0.00006158144,0.00002019627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006048293,"about_ca_system_score_gemma":0.00003646081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003882932,"about_ca_topic_score_gemma":0.01408689,"domain_scores_codex":[0.9991568,0.00004324633,0.0002285183,0.0002252261,0.0002778774,0.00006834113],"domain_scores_gemma":[0.9973916,0.0004064446,0.0001086415,0.0001136351,0.001957169,0.00002254033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002601008,0.0002101585,0.2085579,0.00001837815,0.006407267,5.802189e-7,0.1593123,0.000005546278,0.00005376805,0.6210411,0.0002312567,0.004135692],"study_design_scores_gemma":[0.0002468417,0.00002212899,0.1755189,0.00004430459,0.00135805,0.000001187645,0.6646274,0.00006061762,0.0000498783,0.1559957,0.001863277,0.0002117088],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633271,0.002783231,0.0003182171,0.002490485,0.002990374,0.00005830421,0.0001528476,0.00001759831,0.02786187],"genre_scores_gemma":[0.9977772,0.0003715629,0.0007056841,0.0001153821,0.0004894921,0.00001311826,0.00003406009,0.000004720438,0.0004888219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5053152,"threshold_uncertainty_score":0.9992261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316498505343428,"score_gpt":0.3846094654275472,"score_spread":0.3614444803741129,"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."}}