{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006130538,0.00005817547,0.00008577137,0.00009522846,0.002150814,0.0001343394,0.0001266176,0.000006953886,0.02267301],"category_scores_gemma":[0.00002493713,0.00005309916,0.00004773072,0.00007736267,0.000232023,0.0001858879,0.00008377941,0.0003275518,0.0001334746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005754337,"about_ca_system_score_gemma":0.00002355712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003595961,"about_ca_topic_score_gemma":0.0002241273,"domain_scores_codex":[0.9989682,0.000212342,0.00008647067,0.0001846227,0.0003716851,0.000176702],"domain_scores_gemma":[0.9994405,0.0002359571,0.0000318513,0.0001253188,0.0001407994,0.00002559359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005482992,0.00009453248,0.0001156402,0.000008647366,0.00004658358,0.000004747616,0.2934899,0.000009499777,0.00001878288,0.6572772,0.04414467,0.004734932],"study_design_scores_gemma":[0.00008255765,0.00006724481,0.0001109549,0.000001479463,0.00000466228,9.929528e-7,0.3335216,0.000006993754,0.00000213323,0.001891908,0.6642598,0.00004962528],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01438355,0.01577897,0.000005125889,0.01486102,0.0003609416,0.0001790713,0.00005100713,0.0000812993,0.954299],"genre_scores_gemma":[0.9819093,0.0004639455,0.00002477221,0.0001410215,0.0005613545,0.00007028742,0.000002931349,0.00001069866,0.0168157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9675257,"threshold_uncertainty_score":0.9991482,"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."}}