{"id":"W4302281912","doi":"10.5430/wjel.v12n8p91","title":"Challenges University Students Faced in Their Online Paragraph Writing","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"English Language Learning and Teaching","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paragraph; Computer science; Mathematics education; Sample (material); Test (biology); Psychology; Medical education; Multimedia; World Wide Web; Medicine","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":[0.001649253,0.0001340682,0.0002630021,0.0007043215,0.0001744319,0.00007549684,0.00156673,0.00002417439,0.00003500396],"category_scores_gemma":[0.0003604211,0.0001298594,0.0001341319,0.0007257688,0.00001799177,0.0004270919,0.000554022,0.001202617,6.062452e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387841,"about_ca_system_score_gemma":0.00004352102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003834579,"about_ca_topic_score_gemma":0.0003413417,"domain_scores_codex":[0.9981283,0.0005615081,0.0003168899,0.000219415,0.0004952775,0.000278634],"domain_scores_gemma":[0.9989345,0.0002493478,0.0003036487,0.0002989582,0.0001197731,0.00009376845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001162209,0.001711709,0.06171176,0.00006349508,0.0002210487,0.008321813,0.6026442,0.01123198,0.0003650558,0.01405089,0.0003964879,0.2991654],"study_design_scores_gemma":[0.007130254,0.0006546968,0.07234325,0.000468266,0.0000432388,0.0001946249,0.8225539,0.001848521,0.0002386944,0.0003700043,0.09314686,0.001007666],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880705,0.005746612,0.0006335474,0.0002697035,0.0006865697,0.00006393883,0.000005945855,0.00008779248,0.004435388],"genre_scores_gemma":[0.9966063,0.0001055701,0.002624459,0.00009673986,0.0002868595,5.051841e-7,0.000002734335,0.00001167532,0.0002651185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2981577,"threshold_uncertainty_score":0.5295513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608795148191448,"score_gpt":0.2550366561155101,"score_spread":0.2389487046335957,"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."}}