{"id":"W2945728677","doi":"10.5539/elt.v12n6p112","title":"Authentic Materials to Foster Writing Skills in College EFL Learners","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pontificia Universidad Católica del Ecuador","keywords":"Rubric; Psychology; Test (biology); Perception; Mathematics education; Pedagogy; Medical education","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001506653,0.000212878,0.0003295061,0.0003596806,0.00008207135,0.0001058269,0.00026752,0.0001447697,0.06590749],"category_scores_gemma":[0.0005484681,0.0002162533,0.00007075846,0.0001948104,0.00001436865,0.0001837164,0.0001056718,0.0005996193,0.002252448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008329637,"about_ca_system_score_gemma":0.00001292512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001869078,"about_ca_topic_score_gemma":0.00001977591,"domain_scores_codex":[0.9977107,0.0006478658,0.0004099407,0.0004859108,0.0001875311,0.000558062],"domain_scores_gemma":[0.9989889,0.0002950383,0.0001015514,0.0004797249,0.0000169967,0.0001177857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006638157,0.0001550637,0.003762653,0.00004652776,0.00004696288,0.0005590694,0.9393939,0.00005284893,0.03930382,0.002654172,0.001885294,0.01207328],"study_design_scores_gemma":[0.002709572,0.0001540784,0.007650375,0.0003421115,0.0000215645,0.0000535059,0.9763371,0.00002212979,0.003010009,0.00002278004,0.008974586,0.0007021597],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158715,0.000369081,0.00003434865,0.0001126621,0.001454963,0.000405953,0.00002137198,0.0002290835,0.08150104],"genre_scores_gemma":[0.9798915,1.973919e-7,0.0004329306,0.006641071,0.000600772,0.00003619245,0.0000458413,0.00006434813,0.01228719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06921385,"threshold_uncertainty_score":0.9985244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006624332104677433,"score_gpt":0.291854998260013,"score_spread":0.2852306661553356,"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."}}