{"id":"W4379415672","doi":"10.1075/scl.109.09gei","title":"DocuScope Write &amp; Audit as an early feedback machine ingenre-based writing","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in corpus linguistics","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Audit; Context (archaeology); Computer science; Focus (optics); Report writing; Management; History; Library 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007247875,0.00103683,0.001646476,0.0007259645,0.0009360767,0.000366349,0.0006944454,0.000252498,0.00123216],"category_scores_gemma":[0.003831851,0.0009857205,0.0003997732,0.00009128701,0.001938177,0.00006441017,0.0006838277,0.001118653,0.00147041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807793,"about_ca_system_score_gemma":0.0001519085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009065993,"about_ca_topic_score_gemma":0.04261855,"domain_scores_codex":[0.9958405,0.00007629293,0.001346735,0.001055981,0.000893446,0.0007870452],"domain_scores_gemma":[0.995511,0.0009171566,0.0007465618,0.001042668,0.001649107,0.0001335184],"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":[0.00008640348,0.0001020371,0.0003192725,0.0006623226,0.002255878,0.001103241,0.02944211,0.0001157115,5.967921e-7,0.951077,0.01085303,0.003982398],"study_design_scores_gemma":[0.0007296183,0.0003903559,0.00002188816,0.002701773,0.001096881,0.000002270856,0.00673362,0.00006052615,0.000002306615,0.07848414,0.9081492,0.001627456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005555311,0.01510199,0.000008858632,0.000118081,0.007150408,0.0004549043,0.0007356557,0.0004656865,0.9754089],"genre_scores_gemma":[0.04773192,0.004029132,0.0006950091,0.0006082523,0.01431152,0.00008119849,0.0005162051,0.0004644937,0.9315622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8972961,"threshold_uncertainty_score":0.9996809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09666553958224774,"score_gpt":0.3430955398210389,"score_spread":0.2464300002387911,"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."}}