{"id":"W4322772819","doi":"10.3389/fcomm.2023.1035394","title":"Developing literature review writing and citation practices through an online writing tutorial series: Corpus-based evidence","year":2023,"lang":"en","type":"article","venue":"Frontiers in Communication","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Citation; Academic writing; Vocabulary; Cohesion (chemistry); Computer science; Second language writing; Syntax; Linguistics; Graduate students; Scientific writing; Psychology; Mathematics education; Natural language processing; Pedagogy; Second language; World Wide Web; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203871,0.0001409887,0.0002663174,0.0001277686,0.0005240995,0.0003599269,0.0003123423,0.00004375987,0.0000162354],"category_scores_gemma":[0.001533368,0.0001370158,0.00003757168,0.0003630681,0.0002043155,0.002764675,0.0001171639,0.0002494215,0.000002588181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007475745,"about_ca_system_score_gemma":0.0000509668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001684771,"about_ca_topic_score_gemma":0.001856112,"domain_scores_codex":[0.9985189,0.0004229182,0.0004359618,0.0002338577,0.0002162379,0.0001720591],"domain_scores_gemma":[0.9983238,0.0004139671,0.0005012858,0.0004649004,0.0002765141,0.0000195391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002627838,0.000350436,0.03230742,0.01076428,0.0004974309,0.00007059176,0.3868333,0.0002642175,0.0001230695,0.2944197,0.04523826,0.2288685],"study_design_scores_gemma":[0.001552177,0.0003231326,0.006878192,0.1256876,0.0007440383,0.00001396166,0.4701696,0.01705778,0.00007509592,0.02800161,0.3476684,0.00182835],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.09573399,0.8539478,0.001877513,0.03926917,0.001815351,0.001181676,0.00009047268,0.0005822706,0.005501728],"genre_scores_gemma":[0.2637708,0.6265642,0.1047204,0.001914634,0.001029533,0.0001679085,0.001418362,0.0000480409,0.0003660913],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3024302,"threshold_uncertainty_score":0.5587343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568402126907351,"score_gpt":0.3880256100101802,"score_spread":0.2311853973194451,"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."}}