{"id":"W4402279438","doi":"10.5539/ies.v17n5p59","title":"Hybridisation in English Newspapers in Bangladesh","year":2024,"lang":"en","type":"article","venue":"International Education Studies","topic":"Philippine History and Culture","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Newspaper; Mathematics education; Psychology; Sociology; Pedagogy; Linguistics; Media studies","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":[0.0003053021,0.00005462024,0.00006587917,0.0001958379,0.00007230171,0.00005167743,0.0001124446,0.00003138487,0.0001964985],"category_scores_gemma":[0.000891107,0.00005455684,0.00002763208,0.0002997121,0.00008473959,0.0003760467,0.00001505896,0.0001023274,0.00004362448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006567666,"about_ca_system_score_gemma":0.0003167951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005877191,"about_ca_topic_score_gemma":0.006483331,"domain_scores_codex":[0.9993467,0.0000566682,0.0001488099,0.0001547675,0.0002023294,0.00009074167],"domain_scores_gemma":[0.9995406,0.00007870142,0.00002185821,0.00004046898,0.0002967253,0.00002162556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001179431,0.0002127017,0.01567374,0.00003348865,0.00005914286,0.00000789039,0.6179613,0.00007230095,0.00007356262,0.221118,0.0956887,0.04908735],"study_design_scores_gemma":[0.00006052084,0.00000308641,0.006922727,0.0001092112,0.000002666362,3.70572e-7,0.06673542,0.00001506113,0.000007558723,0.00651057,0.9195663,0.00006656996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.733827,0.01149794,0.000006572911,0.0181348,0.02064933,0.0001787131,0.000005793902,0.0001344279,0.2155654],"genre_scores_gemma":[0.9843993,0.0007725296,0.00005376576,0.0003381359,0.0008801324,0.00007826641,0.00001465194,0.000003950593,0.01345924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8238776,"threshold_uncertainty_score":0.3617851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0467052255282278,"score_gpt":0.3962444259691599,"score_spread":0.3495392004409321,"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."}}