{"id":"W2407512480","doi":"10.1558/wap.v8i1.27207","title":"Textual appropriation in two discipline-specific undergraduate writings","year":2016,"lang":"en","type":"article","venue":"Writing & Pedagogy","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Appropriation; Discipline; Academic writing; Reading (process); Scientific writing; Statement (logic); Citation; Computer science; Mathematics education; Linguistics; Sociology; Psychology; Library science; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001046231,0.0002337807,0.0002764097,0.0002399326,0.0003949615,0.0004134691,0.0003254775,0.00008358443,0.0005865354],"category_scores_gemma":[0.0002492524,0.0001794089,0.00008896321,0.00008916176,0.0002411668,0.0008423591,0.0001270761,0.000410572,0.0002475493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130064,"about_ca_system_score_gemma":0.0000673359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005115623,"about_ca_topic_score_gemma":0.001478035,"domain_scores_codex":[0.9977618,0.000131944,0.0006538875,0.0004873864,0.0003373759,0.0006276301],"domain_scores_gemma":[0.9988198,0.0005041229,0.0002159889,0.00023441,0.000127945,0.00009768721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002221867,0.00005159018,0.006574216,0.00003085155,0.000008870442,0.00001408594,0.008949584,0.000005705884,0.001410658,0.8998001,0.005204072,0.07792801],"study_design_scores_gemma":[0.004640429,0.0001247809,0.005223196,0.001396041,0.00003215931,0.00005309868,0.09246687,0.0005078838,0.0004258394,0.05666176,0.8369714,0.001496525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6986051,0.0005049429,0.001026763,0.03227803,0.00047119,0.0002701583,0.00006044187,0.0005018737,0.2662815],"genre_scores_gemma":[0.987807,0.00007200535,0.0002095163,0.0003475053,0.004276728,0.00002926106,0.00003075423,0.00004969722,0.007177499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8431384,"threshold_uncertainty_score":0.7316082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074322241088293,"score_gpt":0.3103991387613916,"score_spread":0.2696559163505087,"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."}}