{"id":"W2119844277","doi":"10.5539/hes.v5n4p30","title":"Discourse Connectives in L1 and L2 Argumentative Writing","year":2015,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Office for Philosophy and Social Sciences; Ministry of Education of the People's Republic of China","keywords":"Argumentative; Context (archaeology); Interpersonal communication; Discourse analysis; Summative assessment; Linguistics; Psychology; Systemic functional linguistics; Tone (literature); Sociology; Pedagogy; Social psychology; History","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":[0.0001979779,0.0001377163,0.0002466862,0.0001378182,0.0001879179,0.00009586888,0.00005599839,0.0000123929,0.0002321286],"category_scores_gemma":[0.0000445965,0.0001091175,0.0000281766,0.00006353179,0.000578647,0.0003156052,0.0000757405,0.00006726663,0.0000315397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000706236,"about_ca_system_score_gemma":0.00004633674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002412825,"about_ca_topic_score_gemma":0.0008508569,"domain_scores_codex":[0.9992113,0.00006582957,0.0002066744,0.0002177567,0.0001426208,0.0001557937],"domain_scores_gemma":[0.9993489,0.0001232157,0.00008940996,0.0001023194,0.0002939053,0.00004218525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000128221,0.0002261749,0.0162719,0.00003266973,0.0003856498,0.000003029088,0.392718,0.000002971038,0.00000383856,0.5611106,0.02735755,0.001874812],"study_design_scores_gemma":[0.0002742553,0.00003342152,0.009282017,0.00007717399,0.00007870631,5.744379e-7,0.9456055,0.000001022841,0.00001241992,0.007828589,0.03664453,0.0001617989],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8290474,0.03299293,0.000001032956,0.00357431,0.001194731,0.0001273797,0.000007464115,0.0000368389,0.1330179],"genre_scores_gemma":[0.9776533,0.0002403263,0.00009386773,0.0004080079,0.0006573561,0.0001185871,0.000005951472,0.00001080204,0.02081186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.553282,"threshold_uncertainty_score":0.4449684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116313139422166,"score_gpt":0.4142614462323208,"score_spread":0.2979483068101547,"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."}}