{"id":"W2902549044","doi":"10.5539/ells.v8n4p21","title":"Analysis of Using Multimodal Feedback in Writing Instruction from EFL Learners’ Perspective","year":2018,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities","keywords":"Perspective (graphical); Perception; Psychology; Mathematics education; Pedagogy; Multimedia; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002068957,0.0001304777,0.0003217169,0.0003113673,0.0002603471,0.0001332792,0.00004899031,0.00004893397,0.00009810724],"category_scores_gemma":[0.0003499813,0.0001073904,0.00007500979,0.0002124775,0.000246909,0.0002346797,0.00004627434,0.0002927416,6.290832e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003532356,"about_ca_system_score_gemma":0.000005902043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766189,"about_ca_topic_score_gemma":0.002100334,"domain_scores_codex":[0.9992098,0.0001148766,0.0001951336,0.0002369241,0.00009984853,0.0001434713],"domain_scores_gemma":[0.999397,0.0001187635,0.00009541281,0.0001037502,0.0002641493,0.00002091889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002362144,0.00001699965,0.008616981,0.00001634985,0.0005639188,0.00001063634,0.9856703,0.00003527528,0.0001271977,0.00298325,0.00001768592,0.001917741],"study_design_scores_gemma":[0.0003737175,0.00004079007,0.00298986,0.0002318693,0.0002449936,4.977992e-7,0.9941265,0.00105786,0.00004442965,0.00008076223,0.0006727961,0.0001359029],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831181,0.00977806,0.000004191079,0.00002444511,0.0002739379,0.00004522971,0.00003937987,0.00004003178,0.006676679],"genre_scores_gemma":[0.9976642,0.00004642597,0.0002995448,0.0000313505,0.001596203,0.000001746266,0.00002546236,0.00001015061,0.0003249447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01454613,"threshold_uncertainty_score":0.4379252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920825344402129,"score_gpt":0.2916482509176188,"score_spread":0.2724399974735975,"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."}}