{"id":"W3176654202","doi":"10.47408/jldhe.vi25.961","title":"Supporting student writing and other modes of learning and assessment: a staff guide","year":2022,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Surrey; University of Stirling; University of Northampton; University of Westminster; University of Salford Manchester; University of Hull; Leeds Beckett University","keywords":"Punctuation; Academic writing; Spelling; Pedagogy; Feeling; Sociology; Meaning (existential); Professional writing; Grammar; Normative; Higher education; Psychology; Linguistics; Political science; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006700282,0.0008664527,0.0007866938,0.001869498,0.004916539,0.005518156,0.003135506,0.004642804,0.018696],"category_scores_gemma":[0.009319618,0.0008575541,0.0004087922,0.00224752,0.002839357,0.005927359,0.005668951,0.005952384,0.02474675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003308524,"about_ca_system_score_gemma":0.01308723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008330939,"about_ca_topic_score_gemma":0.02004653,"domain_scores_codex":[0.995174,0.002104583,0.0004128486,0.0002715605,0.001631013,0.0004061017],"domain_scores_gemma":[0.9875526,0.003664445,0.0005497821,0.0006764631,0.003734664,0.003821986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003173617,0.0003736399,0.0002421247,0.0004132017,0.000002379128,0.000565297,0.01787034,0.0002981224,0.001214867,0.007130812,0.6588336,0.3130238],"study_design_scores_gemma":[0.000004734526,0.0000513525,0.0001867958,0.0003116536,7.814535e-7,0.0004179584,0.004445422,0.0000787705,0.0001105187,0.002163529,0.9922168,0.00001172882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01903356,0.07967098,0.1400858,0.2275271,0.01767857,0.005211602,0.002760248,0.0142832,0.493749],"genre_scores_gemma":[0.04259176,0.04339214,0.1721917,0.0470359,0.002729739,0.00533335,0.001564707,0.003006712,0.6821541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.018696,"threshold_uncertainty_score":0.06254441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05717580243650715,"score_gpt":0.4324661994598926,"score_spread":0.3752903970233855,"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."}}