{"id":"W1539208138","doi":"","title":"A Case Study of ESP Practice: Towards Better Tutoring of College Student Graduation Thesis Abstract and Introduction Writing","year":2014,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Mathematics education; Statement (logic); Psychology; Confusion; Academic writing; Power (physics); Pedagogy; Computer science; Linguistics; Mathematics","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":[0.01362375,0.0005914724,0.0006478667,0.001990872,0.004718821,0.00387969,0.002948805,0.004640927,0.00263981],"category_scores_gemma":[0.03093594,0.0004589973,0.0008125308,0.001751629,0.003317964,0.002702426,0.005334265,0.002667346,0.0006470531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216614,"about_ca_system_score_gemma":0.002300293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281238,"about_ca_topic_score_gemma":0.002589666,"domain_scores_codex":[0.9788334,0.01638195,0.000751964,0.001124547,0.001744699,0.001163519],"domain_scores_gemma":[0.9749247,0.01466415,0.002251948,0.002200949,0.00246178,0.003496469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002691219,0.003454474,0.02995679,0.0009512767,0.0000567313,0.06645704,0.7610067,0.001961888,0.008079528,0.006253672,0.004590332,0.1169626],"study_design_scores_gemma":[0.0001827021,0.00400498,0.03199797,0.0007600425,0.00009510589,0.0299603,0.8048067,0.007517184,0.01194629,0.00291692,0.105674,0.000137866],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778383,0.0006559372,0.008075821,0.00206372,0.0001416178,0.0003765531,0.00003388396,0.00009635287,0.01071774],"genre_scores_gemma":[0.9852346,0.0004523019,0.008939809,0.0004001219,0.00007385344,0.0001326542,0.00003393976,0.00002873752,0.004704104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01362375,"threshold_uncertainty_score":0.07205021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585458109815017,"score_gpt":0.3399576949346396,"score_spread":0.3141031138364894,"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."}}