{"id":"W7097984382","doi":"","title":"122Copyright © Canadian Academy of Oriental and Occidental Culture The Network-Assisted Process Approach in College English Writing Instruction","year":2015,"lang":"en","type":"article","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"College English; Process (computing); Writing process; Higher education; Academic writing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002643933,0.000118668,0.0001889774,0.00006893855,0.0002761737,0.00008195914,0.000130618,0.00005112703,0.0001551335],"category_scores_gemma":[0.00002591801,0.00007302335,0.00003509117,0.0001232275,0.0003491438,0.0002904259,0.00004186411,0.000173472,0.00000130464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000678911,"about_ca_system_score_gemma":0.00005404226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0124176,"about_ca_topic_score_gemma":0.2392958,"domain_scores_codex":[0.9991234,0.00004714985,0.000241106,0.0001718173,0.0001931545,0.0002233795],"domain_scores_gemma":[0.9996641,0.00001501499,0.00008240076,0.00006152545,0.00009639783,0.00008050834],"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":[0.00003947477,0.0001012156,0.05225599,0.00006979722,0.0002679756,0.000009475019,0.4329274,0.0001585792,0.000001825036,0.4769093,0.03594719,0.00131172],"study_design_scores_gemma":[0.0007580752,0.00003072655,0.004122364,0.00004573027,0.00008551239,0.00001284896,0.9720277,0.0005637213,0.00002208663,0.0011217,0.02099998,0.0002095824],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.614376,0.000539291,9.642316e-7,0.0001534123,0.0001660182,0.0001859711,0.00003307732,0.00002133065,0.3845239],"genre_scores_gemma":[0.9976303,0.000009721279,0.00006785744,0.0001695142,0.0007271593,0.00002004447,0.00001883756,0.000008552768,0.001348009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391002,"threshold_uncertainty_score":0.9941588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683247437261193,"score_gpt":0.2618086398974864,"score_spread":0.2349761655248745,"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."}}