{"id":"W1883253999","doi":"10.1080/00219444.1973.10535464","title":"What Are We Doing About Proofreading","year":2012,"lang":"en","type":"article","venue":"The Journal of Education for Business","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Proofreading; Psychology; Business; Biology; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003086591,0.00006888669,0.00009596619,0.00009014871,0.00007337493,0.00006943856,0.0001145105,0.00002587375,0.00001831276],"category_scores_gemma":[0.00003844268,0.00004471622,0.00003501786,0.0001617171,0.0000142202,0.0009557921,0.000005457923,0.0000732387,0.00000594983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005150979,"about_ca_system_score_gemma":0.00005342338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002943418,"about_ca_topic_score_gemma":0.000001182539,"domain_scores_codex":[0.9995732,0.00001131196,0.0001691655,0.000009292095,0.00007691941,0.0001600932],"domain_scores_gemma":[0.9994587,0.00008117518,0.0001273953,0.00007917726,0.0002027407,0.00005086795],"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":[0.0001922483,0.0005780962,0.013585,0.002243782,0.0004256465,2.497646e-7,0.2576814,0.04302187,0.02444388,0.004000864,0.3257789,0.3280481],"study_design_scores_gemma":[0.0005945776,0.00004092019,0.1053708,0.002325245,0.0003066094,0.0005086974,0.05628545,0.0003482252,0.01851583,0.001089445,0.8141572,0.0004569667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965937,0.01533648,0.004152803,0.003276193,0.01028449,0.0001420241,0.000001585333,0.00002454894,0.0008449451],"genre_scores_gemma":[0.9961063,0.001203959,0.0001819329,0.00009955955,0.001933687,0.000003496753,0.00000111514,0.00001893221,0.0004509732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4883784,"threshold_uncertainty_score":0.1823475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695603502983041,"score_gpt":0.298692418110905,"score_spread":0.2717363830810746,"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."}}