{"id":"W4403934390","doi":"10.47408/jldhe.vi32.1396","title":"Writing to learn: creative LD perspectives for Learning Developers and students","year":2024,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University College Cork; University of Northampton","keywords":"Mathematics education; Psychology; Pedagogy; Sociology","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":[0.03438791,0.001580412,0.001094402,0.004172784,0.03522851,0.04963417,0.005209188,0.01160023,0.007265997],"category_scores_gemma":[0.04495927,0.0006877165,0.001058315,0.002249797,0.0893193,0.0338738,0.03560171,0.02185441,0.001674768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009941261,"about_ca_system_score_gemma":0.01126867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001720366,"about_ca_topic_score_gemma":0.001908832,"domain_scores_codex":[0.953656,0.03597225,0.0009658505,0.001899675,0.004323918,0.003182364],"domain_scores_gemma":[0.9406506,0.0368716,0.002941385,0.003212416,0.003833031,0.0124909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002332432,0.00006789282,0.0005110205,0.0001341091,0.000005962742,0.0005346028,0.7103311,0.00008082395,0.0002323167,0.267081,0.009804755,0.01119316],"study_design_scores_gemma":[0.00003111272,0.00005254491,0.0002176209,0.0003864319,0.000007185049,0.0007150989,0.5999262,0.0002921625,0.0004116038,0.1405058,0.2574192,0.00003505751],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1534922,0.016942,0.04925817,0.4387131,0.00728812,0.0002672242,0.0001348001,0.0004180354,0.3334864],"genre_scores_gemma":[0.9297946,0.003961572,0.009603794,0.02199544,0.001572947,0.0003304979,0.00005398452,0.0003547595,0.03233242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04963417,"threshold_uncertainty_score":0.1818628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04595661026551558,"score_gpt":0.4072693349981232,"score_spread":0.3613127247326076,"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."}}