{"id":"W2008916354","doi":"10.5539/ells.v5n1p109","title":"The Role of Literature in Enhancing Creative Writing from Teachers’ Perspectives","year":2015,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creative writing; English language; Creative brief; Creative work; Professional writing; Mathematics education; Sample (material); Pedagogy; Psychology; Computer science; Creativity; Literature; Visual arts; Art","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":[0.000384067,0.0001263279,0.0001896178,0.00007524634,0.000114225,0.0001234634,0.0001075009,0.00006369971,0.00001144963],"category_scores_gemma":[0.00194001,0.00008242213,0.00003201439,0.0003735735,0.000195681,0.0001768732,0.00005604599,0.0003158385,0.000001002566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002567634,"about_ca_system_score_gemma":0.00001671559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007825108,"about_ca_topic_score_gemma":0.0001223267,"domain_scores_codex":[0.9990466,0.0002309811,0.0001685668,0.0002678667,0.0001163239,0.0001696911],"domain_scores_gemma":[0.9988944,0.0005541913,0.00007731415,0.0001853962,0.0002424426,0.00004624031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003021148,0.00005595966,0.005309452,0.00000364272,0.00003460669,0.00002118011,0.9865133,1.674846e-7,0.0009247873,0.002885092,0.000414573,0.003807003],"study_design_scores_gemma":[0.0002765107,0.00005048763,0.007639657,0.0002033562,0.000008722141,0.000003582432,0.9872146,0.000001263682,0.0009565609,0.0004782745,0.003081161,0.000085856],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7626442,0.2248818,0.000001069312,0.0001416595,0.0003297012,0.00008229513,0.00002745174,0.00002003581,0.01187176],"genre_scores_gemma":[0.9972981,0.0005235964,0.00008242497,0.00004417979,0.0004127006,0.00002474586,0.000007625984,0.000007274537,0.001599324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2346539,"threshold_uncertainty_score":0.3361077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372584203762125,"score_gpt":0.3356493012136293,"score_spread":0.3219234591760081,"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."}}