{"id":"W2991263467","doi":"10.47408/jldhe.v0i15.512","title":"Applying the ‘Social Turn’ in writing scholarship to perspectives on writing self-efficacy","year":2019,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Red River College","funders":"","keywords":"Rhetorical question; Situated; Scholarship; Professional writing; Identity (music); Context (archaeology); Academic writing; Sociology; Discourse community; Creative writing; Writing assessment; Psychology; Pedagogy; Linguistics; Computer science; Aesthetics; Literature; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001478445,0.0001290646,0.0002241247,0.0004805932,0.0003495827,0.0002728952,0.0002083637,0.00003064371,0.0005537823],"category_scores_gemma":[0.0001699907,0.00009760633,0.00006244842,0.0001955264,0.00002740445,0.0002934353,0.00004297143,0.0006730228,0.00006648807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004017225,"about_ca_system_score_gemma":0.0001899658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001247468,"about_ca_topic_score_gemma":0.00002915446,"domain_scores_codex":[0.9985119,0.0001912556,0.0005430272,0.0001592804,0.0003833912,0.0002111171],"domain_scores_gemma":[0.9990565,0.0002534653,0.0003579366,0.00007152341,0.0002316807,0.00002894877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004250888,0.0007201325,0.135781,0.00004372364,0.0001511884,0.000006477731,0.7954406,0.001024067,0.00007433258,0.03471579,0.0002861372,0.03171403],"study_design_scores_gemma":[0.0004022125,0.00006478744,0.365156,0.0007452277,0.00002611291,0.000002908104,0.5203027,0.000004412684,0.00002408853,0.0001002539,0.1129466,0.0002247473],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749005,0.0004894934,0.000001114946,0.002144058,0.0005516772,0.0002523143,9.804862e-8,0.00001435377,0.02164632],"genre_scores_gemma":[0.9953107,0.00001381993,0.0005559679,0.0002572291,0.001110569,0.00005316278,0.000001351355,0.00001744468,0.002679792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2751379,"threshold_uncertainty_score":0.6063528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03921016571061507,"score_gpt":0.3251978316877555,"score_spread":0.2859876659771404,"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."}}