{"id":"W4408087180","doi":"10.5539/ijel.v15n2p14","title":"Engagement and Framing in the EU&amp;#39;s Fair Transition Discourse","year":2025,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"European Union Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Framing (construction); Transition (genetics); Political science; Law and economics; Political economy; Economics; Chemistry; Geography; Biochemistry","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":[0.06436518,0.0009782279,0.001000914,0.003346925,0.02237274,0.02446266,0.002888801,0.01706816,0.003830598],"category_scores_gemma":[0.04033376,0.0005547968,0.00111391,0.003081056,0.08584189,0.02017575,0.02057201,0.01245453,0.0005397924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01587995,"about_ca_system_score_gemma":0.007398061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114369,"about_ca_topic_score_gemma":0.005610534,"domain_scores_codex":[0.9288766,0.0582538,0.001476043,0.003010554,0.004196078,0.00418701],"domain_scores_gemma":[0.9765654,0.01824244,0.001124147,0.00147418,0.001265846,0.001327959],"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":[0.00002355,0.00001556571,0.0002707097,0.00003964598,0.000005189897,0.0003222484,0.3156749,0.0002134613,0.0001339552,0.6753915,0.002866172,0.005043304],"study_design_scores_gemma":[0.00003130733,0.00005445747,0.001043463,0.0007663369,0.00001493013,0.0002432424,0.3059238,0.0008940519,0.0005469836,0.3834034,0.3069983,0.00007977577],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2564446,0.01030012,0.03702624,0.1923248,0.00257751,0.0001778107,0.00008894662,0.0001636244,0.5008963],"genre_scores_gemma":[0.9819378,0.0005490337,0.002268613,0.005818606,0.0002081251,0.00006900062,0.00002480055,0.00005121396,0.009072932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06436518,"threshold_uncertainty_score":0.3403997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897124360030063,"score_gpt":0.3572261016894624,"score_spread":0.3282548580891618,"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."}}