{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006475411,0.00007195745,0.0001510142,0.0001262102,0.0003355069,0.0001699118,0.0002975627,0.00001388445,0.0004934912],"category_scores_gemma":[0.00007087891,0.00006429428,0.00004369369,0.0001695886,0.0009724264,0.0004231935,0.00006235918,0.00005052823,0.00001145552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006380611,"about_ca_system_score_gemma":0.0003330167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001940795,"about_ca_topic_score_gemma":0.00002857852,"domain_scores_codex":[0.9987435,0.00002634477,0.0002687839,0.0001498178,0.0006575764,0.0001540229],"domain_scores_gemma":[0.9990269,0.00005701294,0.0002313359,0.00009374946,0.0005534606,0.00003757388],"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":[0.000001223798,0.0001878616,0.0005274672,0.00001398334,0.00001179625,9.268595e-8,0.08111892,0.000003601221,0.000424647,0.9164682,0.0005803737,0.0006618123],"study_design_scores_gemma":[0.0002156578,0.0001069075,0.04284031,0.0002154246,0.00006114867,1.749313e-7,0.9317558,0.00000156358,0.002659747,0.01674993,0.005176122,0.0002172336],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4858148,0.000088687,0.000003499737,0.00008007167,0.0004292856,0.0000390099,0.000002024113,0.00001104234,0.5135316],"genre_scores_gemma":[0.9938191,0.000001933111,0.00008033931,0.00007869416,0.0005929238,0.000007041208,0.000001452142,0.000004796497,0.005413746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8997183,"threshold_uncertainty_score":0.5403383,"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."}}