{"id":"W2137603246","doi":"10.18806/tesl.v29i0.1115","title":"Investigating Cohesion and Coherence Discourse Strategies of Chinese Students with Varied Lengths of Residence in Canada","year":2012,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohesion (chemistry); Residence; Linguistics; Psychology; Coherence (philosophical gambling strategy); Mathematics education; Rhetorical modes; Discourse analysis; Pedagogy; Sociology; Demography; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003183464,0.0001394911,0.0003181452,0.00006678964,0.000163446,0.00006123928,0.0002055076,0.00001079313,0.00108513],"category_scores_gemma":[0.0001195791,0.0000929867,0.00001547951,0.00006384496,0.0003214106,0.0004066908,0.00005611126,0.0001896732,4.53598e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686454,"about_ca_system_score_gemma":0.002650355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944946,"about_ca_topic_score_gemma":0.9998101,"domain_scores_codex":[0.9984993,0.00006812,0.0003803609,0.00009127254,0.0007094857,0.0002515097],"domain_scores_gemma":[0.999103,0.0001483903,0.0003652584,0.0001174843,0.0001524064,0.0001135349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002852396,0.00007358744,0.9484021,0.0001280667,0.000257515,0.00007481211,0.04041204,0.0003934658,0.0001866606,0.006659335,0.002760394,0.0006234897],"study_design_scores_gemma":[0.000750972,0.0001216331,0.6608355,0.0007548726,0.0001465905,0.00003924967,0.3357238,0.00005693686,0.0001792965,0.0007937612,0.0002677134,0.000329661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906006,0.006920937,0.000002710763,0.00012194,0.000105467,0.00006144316,0.00002673533,0.000001983117,0.002158187],"genre_scores_gemma":[0.9994284,0.00002882575,0.00008191021,0.0002698174,0.0001042731,0.00000229932,0.000001655791,0.000008711037,0.00007410446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2953117,"threshold_uncertainty_score":0.999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672745735293894,"score_gpt":0.2704862661600614,"score_spread":0.2537588088071225,"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."}}