{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05433828,0.0008923609,0.001272583,0.004969092,0.00999183,0.02006847,0.002164131,0.01461256,0.009639122],"category_scores_gemma":[0.1925065,0.0008975245,0.0007167264,0.003454234,0.06048658,0.0516218,0.005020566,0.01743256,0.007296738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00572411,"about_ca_system_score_gemma":0.01112751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009931185,"about_ca_topic_score_gemma":0.01188748,"domain_scores_codex":[0.9643055,0.02351684,0.002783714,0.001663727,0.006325426,0.001404823],"domain_scores_gemma":[0.7754465,0.1673322,0.006949751,0.01124018,0.03447302,0.004558268],"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":[0.0001203733,0.00006696588,0.00134309,0.0008080092,0.0000441761,0.0003359661,0.02397434,0.0002055515,0.0002629467,0.3708091,0.4292108,0.1728187],"study_design_scores_gemma":[0.00004392175,0.00005490538,0.001343286,0.00263881,0.00003125209,0.0005669764,0.01047696,0.00008957439,0.0008937254,0.4985348,0.4852209,0.0001049346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003585565,0.1828998,0.01921269,0.6853108,0.01439899,0.00008871717,0.000176647,0.0003941179,0.09393266],"genre_scores_gemma":[0.31385,0.2064229,0.05606526,0.3183502,0.0184216,0.0007113501,0.0004961524,0.001517428,0.08416507],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05433828,"threshold_uncertainty_score":0.2873718,"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."}}