{"id":"W2035666816","doi":"10.5539/elt.v8n3p89","title":"An Empirical Study on the Application of Process Approach in Non-English Majors’ Writing","year":2015,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Writing process; Psychology; Professional writing; Mathematics education; College English; Empirical research; Product (mathematics); Cognition; Computer science","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":[0.00523031,0.0002200207,0.0002513624,0.001089416,0.001585776,0.002602797,0.0006093531,0.0005224927,0.002156504],"category_scores_gemma":[0.02102967,0.0001958589,0.000219207,0.001039471,0.001252156,0.001306141,0.001131266,0.001113167,0.0003205521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009547649,"about_ca_system_score_gemma":0.00206515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216102,"about_ca_topic_score_gemma":0.003221904,"domain_scores_codex":[0.9961312,0.002017215,0.0002907239,0.0003426294,0.0008537103,0.0003646303],"domain_scores_gemma":[0.9680021,0.02049031,0.004076542,0.001157834,0.004201051,0.002072023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001895839,0.002982656,0.3089017,0.0005382914,0.00002585338,0.002362505,0.5974048,0.0000923222,0.007176764,0.003031582,0.0006041894,0.07668982],"study_design_scores_gemma":[0.00003795322,0.001429206,0.4545221,0.0002941536,0.00003829849,0.001343247,0.5223384,0.0008615678,0.00350619,0.0007585933,0.01483828,0.00003192832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965379,0.00006672163,0.00024543,0.00007826391,0.000004269693,0.00003155695,0.00000568099,0.000001817746,0.003028361],"genre_scores_gemma":[0.9977976,0.0001461127,0.0004185732,0.00005478831,0.000004323006,0.00002595058,0.00001219664,0.00000225967,0.00153823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00523031,"threshold_uncertainty_score":0.02766085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267633137249067,"score_gpt":0.3332456003165181,"score_spread":0.3005692689440274,"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."}}