{"id":"W7010392845","doi":"","title":"Interpersonality Strategies in International Student Handbooks Written by Native Speakers of English (NSE) and Non-native Speakers of English (NNSE)","year":2018,"lang":"en","type":"dissertation","venue":"Tesis Doctorals en Xarxa (Consorci de Serveis Universitaris de Catalunya)","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadiscourse; Interpretation (philosophy); Derogation; Subject (documents); Term (time); Terminology; Stress (linguistics); Focus (optics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008061189,0.0006886864,0.001252837,0.0008463194,0.0002034762,0.0002511089,0.0009916336,0.0003312675,0.001419326],"category_scores_gemma":[0.0007202682,0.0007329063,0.0004022198,0.0002132342,0.001194037,0.0009874164,0.0002736638,0.0005773394,0.000004155848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000765816,"about_ca_system_score_gemma":0.000376786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01342942,"about_ca_topic_score_gemma":0.0327539,"domain_scores_codex":[0.9967039,0.0003371534,0.000896347,0.0007940532,0.0007303071,0.000538283],"domain_scores_gemma":[0.9950887,0.0004202268,0.0009946206,0.0004313703,0.002914217,0.0001508915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005573783,0.0005003539,0.02203474,0.0005288811,0.00442633,0.00005783178,0.9547411,0.00002666297,0.0002521941,0.006385319,0.01003923,0.0004499585],"study_design_scores_gemma":[0.001589134,0.0002950481,0.02140954,0.001046699,0.001046924,6.498425e-7,0.9628074,0.00005027035,0.002775761,0.0003649753,0.007769648,0.0008439953],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890492,0.001348364,0.000009702607,0.00004350997,0.000852712,0.0004431836,0.001618422,0.00005747954,0.1051347],"genre_scores_gemma":[0.9902349,0.0004742352,0.0001786005,0.00005428866,0.0005469825,0.00002046512,0.001401028,0.00006468425,0.00702486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0997429,"threshold_uncertainty_score":0.9995122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340068514342177,"score_gpt":0.2786489925751968,"score_spread":0.265248307431775,"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."}}