{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003802576,0.0005649815,0.0002552974,0.005324808,0.007293115,0.00670715,0.0007351814,0.0006617378,0.003365507],"category_scores_gemma":[0.005525438,0.0002671752,0.0003465508,0.00251795,0.01284417,0.00657754,0.002847935,0.001277434,0.0001802465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007274741,"about_ca_system_score_gemma":0.004406476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0094234,"about_ca_topic_score_gemma":0.006751551,"domain_scores_codex":[0.9980192,0.001079698,0.0000911924,0.0002394738,0.0003109397,0.000259496],"domain_scores_gemma":[0.9962934,0.002279591,0.0003587033,0.0002811411,0.0006183255,0.0001689251],"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":[0.00006230464,0.00002162602,0.004145501,0.0001406595,0.000009881821,0.0009830154,0.4069842,0.0001222778,0.001387333,0.5694336,0.001152127,0.01555753],"study_design_scores_gemma":[0.00003713531,0.00007863096,0.02100718,0.0006164195,0.0001099991,0.0006507959,0.6881745,0.004931368,0.007934194,0.1466913,0.1297089,0.00005953529],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6895517,0.002017296,0.0365744,0.005903949,0.000284641,0.0003465928,0.0001656527,0.0000764291,0.2650793],"genre_scores_gemma":[0.9927728,0.0002710273,0.002229365,0.00006886283,0.00004707422,0.00007052041,0.00003424405,0.00001966572,0.004486477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0094234,"threshold_uncertainty_score":0.05278224,"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."}}