{"id":"W4403119569","doi":"10.1016/b978-0-323-95504-1.00152-6","title":"Assessing Writing","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"History; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007956465,0.0008263938,0.0003992978,0.001495086,0.000544795,0.002233442,0.0006328977,0.0006327595,0.1060169],"category_scores_gemma":[0.002559077,0.0002677576,0.0002767267,0.0009720363,0.0004412887,0.001866789,0.001198799,0.0007393309,0.06983086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004037609,"about_ca_system_score_gemma":0.000850003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859654,"about_ca_topic_score_gemma":0.004771978,"domain_scores_codex":[0.999558,0.0000565372,0.00002919056,0.00006065505,0.000270972,0.00002465096],"domain_scores_gemma":[0.9992269,0.0003012415,0.00002366602,0.00006967921,0.0003135524,0.00006488254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000175276,0.00004261489,0.0005451887,0.0001142158,0.000002487214,0.00003664444,0.0003766161,0.00009753817,0.001417939,0.00264818,0.07127374,0.9234272],"study_design_scores_gemma":[0.00001070591,0.0001272533,0.01259391,0.0009401711,0.00001403544,0.001254528,0.001232462,0.0008406047,0.004309453,0.01272156,0.9659348,0.00002056423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0071439,0.007066104,0.03023942,0.00089868,0.0007891948,0.000268752,0.0009300056,0.002407548,0.9502564],"genre_scores_gemma":[0.02114694,0.005502009,0.02678019,0.0003660025,0.00008590464,0.000257672,0.001295008,0.0002563854,0.9443099],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1060169,"threshold_uncertainty_score":0.3546618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04463175493005692,"score_gpt":0.3521532767005403,"score_spread":0.3075215217704834,"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."}}