{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001628717,0.00005744198,0.000124246,0.0000839389,0.0004642427,0.000009128657,0.0001777086,0.00003571985,0.000295185],"category_scores_gemma":[0.0006455025,0.00003309884,0.00003919626,0.0002683552,0.00003272277,0.000313223,0.0000229479,0.0002091561,0.00002837855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008761059,"about_ca_system_score_gemma":0.001135709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005941934,"about_ca_topic_score_gemma":0.000002939404,"domain_scores_codex":[0.9990969,0.00009665095,0.0003531282,0.00003622119,0.0001725513,0.0002445117],"domain_scores_gemma":[0.997537,0.0005738009,0.0004099713,0.0001442371,0.00122528,0.0001097172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006636088,0.001589213,0.1802408,0.001024371,0.00008824858,4.985613e-8,0.05401904,0.0001059355,0.002309301,0.02037669,0.6036965,0.1358863],"study_design_scores_gemma":[0.0003570496,0.00003206894,0.5450984,0.0003758178,0.0001048426,0.00001185763,0.01595612,0.00001602154,0.0002973825,0.003677416,0.4339631,0.0001099217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778124,0.0007967424,0.001757374,0.004160361,0.005876558,0.0007359427,0.000001936793,0.000009872139,0.008848775],"genre_scores_gemma":[0.9917787,0.00004813205,0.0005107592,0.0003328423,0.003134592,0.00005944802,0.000003923475,0.00001320347,0.004118435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3648576,"threshold_uncertainty_score":0.3570626,"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."}}