{"id":"W4391590229","doi":"10.5430/wjel.v14n3p1","title":"Grammarly in Teaching Writing to EFL Learners at Low Levels: How Useful Is It?","year":2024,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Faisal University","keywords":"Computer science; Mathematics education; Psychology","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":[],"category_scores_codex":[0.001683596,0.0002150491,0.0003444781,0.001076803,0.0000926506,0.0003059891,0.0003148136,0.00009842608,0.02540294],"category_scores_gemma":[0.0009768687,0.0001976371,0.0002242126,0.0005649012,0.00002925895,0.0003579051,0.00007430635,0.001426361,0.0002169225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002106786,"about_ca_system_score_gemma":0.00003851582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005854323,"about_ca_topic_score_gemma":0.0001471174,"domain_scores_codex":[0.9980022,0.0003534993,0.0005215075,0.0003162019,0.0003293648,0.0004772317],"domain_scores_gemma":[0.998801,0.0004368777,0.0001743439,0.0002615141,0.0001072423,0.0002190345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001339338,0.00009678254,0.002747008,0.00009108985,0.0001916873,0.007914621,0.800497,0.00008372975,0.002734546,0.0008508889,0.08330742,0.1013513],"study_design_scores_gemma":[0.001505992,0.0001996195,0.006424692,0.001371398,0.00006022706,0.000340842,0.3875892,0.00005322438,0.0004159696,0.00001807215,0.6015053,0.0005154379],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477277,0.01374041,0.00012107,0.002320645,0.002282035,0.0001125391,0.00001235212,0.00008447481,0.03359871],"genre_scores_gemma":[0.9644563,0.000006199486,0.0005789076,0.008552541,0.002298491,0.000004768574,0.000005267159,0.00005902039,0.02403853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.518198,"threshold_uncertainty_score":0.9754879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320312438610269,"score_gpt":0.3248058034732544,"score_spread":0.3016026790871517,"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."}}