{"id":"W4311363669","doi":"10.1080/0907676x.2022.2157290","title":"Could research help revisers?","year":2022,"lang":"en","type":"article","venue":"Perspectives","topic":"Translation Studies and Practices","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Quality (philosophy); Task (project management); Process (computing); Commission; Order (exchange); Control (management); Test (biology); Best practice; Computer science; Public relations; Political science; Psychology; Knowledge management; Business; Management; Artificial intelligence; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1848137,0.001244993,0.002112127,0.005131647,0.006791926,0.02561643,0.005028917,0.01449872,0.03378809],"category_scores_gemma":[0.3140151,0.0009466372,0.001218774,0.005805319,0.02713398,0.05712603,0.01197251,0.01222284,0.01099577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01270911,"about_ca_system_score_gemma":0.03610595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004302524,"about_ca_topic_score_gemma":0.004574283,"domain_scores_codex":[0.8224315,0.1517179,0.004884837,0.007835536,0.007724768,0.005405454],"domain_scores_gemma":[0.5780529,0.3171346,0.01559468,0.03190614,0.03672597,0.02058572],"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":[0.0001702982,0.0001853961,0.003582231,0.003618934,0.00008770583,0.0007683297,0.05142282,0.0002447235,0.0003079779,0.3680484,0.3912153,0.1803479],"study_design_scores_gemma":[0.0001166222,0.00008162734,0.0008705932,0.006432822,0.0000549445,0.0004365404,0.05565612,0.0003383656,0.0003683497,0.308897,0.6266703,0.00007666051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002235223,0.01931896,0.00440409,0.948134,0.006791978,0.0001276481,0.00009270257,0.0002092612,0.01868617],"genre_scores_gemma":[0.3511024,0.06714017,0.05109321,0.4640027,0.01859769,0.001861201,0.0007070793,0.0007979591,0.04469757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1848137,"threshold_uncertainty_score":0.9773998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2210764641159427,"score_gpt":0.3968830316132259,"score_spread":0.1758065674972832,"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."}}