{"id":"W2279119790","doi":"10.1080/00219444.1977.10535515","title":"Preparing Proofreading Exercises","year":2012,"lang":"en","type":"article","venue":"The Journal of Education for Business","topic":"Sports and Physical Education Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Proofreading; Computer science; Psychology; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007873871,0.002248931,0.001364268,0.00949888,0.003233199,0.006042001,0.002084383,0.002382223,0.4187572],"category_scores_gemma":[0.1212564,0.000765792,0.001572989,0.002827817,0.001611729,0.003881363,0.004084263,0.004679439,0.2618716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001720827,"about_ca_system_score_gemma":0.003179106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007469663,"about_ca_topic_score_gemma":0.001628906,"domain_scores_codex":[0.9901503,0.002811409,0.001135862,0.0009641617,0.004400835,0.0005373994],"domain_scores_gemma":[0.8860154,0.03159147,0.004625533,0.009875528,0.06383261,0.004059413],"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":[0.00008894769,0.00006592146,0.00008402489,0.0002605146,0.000009999957,0.0001585032,0.0003603282,0.00006611122,0.001208234,0.003051432,0.9153556,0.07929041],"study_design_scores_gemma":[0.00005482438,0.0000893005,0.0004990648,0.0005139236,0.00001862275,0.0002145651,0.0005167077,0.0001949515,0.001789478,0.006424861,0.9896494,0.00003428755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008722831,0.003231174,0.104981,0.04638396,0.3096822,0.007460434,0.01383387,0.03770188,0.4680027],"genre_scores_gemma":[0.03529141,0.001603632,0.08324296,0.006807614,0.0350984,0.00331293,0.01302044,0.01662388,0.8049988],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4187572,"threshold_uncertainty_score":0.8290723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121666293942476,"score_gpt":0.5132380782426167,"score_spread":0.3915717843001407,"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."}}