{"id":"W3087818909","doi":"10.18357/9781550587012","title":"Why Write? A Guide for Students in Canada","year":2022,"lang":"en","type":"book","venue":"Academic Writing Program, University of Victoria eBooks","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic writing; Resource (disambiguation); Graduate students; Test (biology); Work (physics); Computer science; Mathematics education; Academic program; Pedagogy; Sociology; Psychology; Higher education; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004786953,0.0003682212,0.000790467,0.0003027181,0.0005204288,0.00004733303,0.001289872,0.0001786505,0.0008710491],"category_scores_gemma":[0.00004848775,0.0004598036,0.0002816563,0.00003413598,0.0003634923,0.00008582148,0.0006613525,0.001010969,0.000002021682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684111,"about_ca_system_score_gemma":0.001608008,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5496819,"about_ca_topic_score_gemma":0.9329429,"domain_scores_codex":[0.99748,0.00007961282,0.0005785234,0.0005219756,0.0008356192,0.0005042128],"domain_scores_gemma":[0.9984609,0.0003028448,0.0006055302,0.0003153744,0.0002307643,0.00008462242],"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":[0.0001213948,0.0001042063,0.001587931,0.0007657566,0.001814761,0.0002260709,0.05323672,0.00001125391,0.000004046411,0.1152184,0.8098541,0.01705532],"study_design_scores_gemma":[0.0007017617,0.00008819687,0.00001466049,0.0003950677,0.0004242642,9.615737e-7,0.05304147,0.000005952999,0.00000127772,0.0009501694,0.9439745,0.0004017081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00309907,0.001421317,0.000006118528,0.0002577809,0.001109367,0.001737072,0.0007712274,0.0001360653,0.991462],"genre_scores_gemma":[0.01446137,0.0001485594,0.0002932077,0.0005271722,0.001443259,0.00003398641,0.0003844712,0.0000982122,0.9826097],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.383261,"threshold_uncertainty_score":0.9997854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172524028121729,"score_gpt":0.2769383028521926,"score_spread":0.2552130625709753,"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."}}