{"id":"W2199935277","doi":"","title":"On Writing Strategies of Enhancing Students’ Writing Skills","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocabulary; Professional writing; Perspective (graphical); Mathematics education; Academic writing; Computer science; Affect (linguistics); Writing style; Second language writing; Constructivism (international relations); Psychology; Linguistics; Second language; Artificial intelligence; Communication","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":[0.002090815,0.0006352378,0.0003662333,0.00104301,0.0006674942,0.002211515,0.0007595566,0.0006402748,0.002583763],"category_scores_gemma":[0.007916195,0.0001504258,0.0003124811,0.0005481905,0.0007396223,0.001595617,0.001051645,0.0006966743,0.0005326604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003796707,"about_ca_system_score_gemma":0.0008458621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001747342,"about_ca_topic_score_gemma":0.0002986905,"domain_scores_codex":[0.9980192,0.001284105,0.0001070112,0.000139988,0.0003447978,0.0001049906],"domain_scores_gemma":[0.994272,0.004375929,0.0004155071,0.0001868574,0.000541051,0.0002086556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003507797,0.001768924,0.01081169,0.001885732,0.00009152224,0.0007214706,0.07078419,0.001078709,0.05660708,0.03417306,0.001977268,0.8197496],"study_design_scores_gemma":[0.0009835456,0.01056664,0.1752437,0.004545644,0.001448578,0.003583204,0.189511,0.0199393,0.2865385,0.1000199,0.2073002,0.0003198625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8736004,0.002257186,0.04564811,0.001832737,0.0001192316,0.000384883,0.00003609252,0.0002366266,0.07588476],"genre_scores_gemma":[0.9578279,0.001572987,0.03382657,0.0001790897,0.00003070664,0.0002328309,0.00002776555,0.00006009077,0.006241951],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002583763,"threshold_uncertainty_score":0.01105738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145455134174652,"score_gpt":0.3658250169638124,"score_spread":0.3343704656220658,"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."}}