{"id":"W4384826742","doi":"10.1111/gequ.12370","title":"When are research journals linguistically indifferent?","year":2023,"lang":"en","type":"article","venue":"The German Quarterly","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Sociology; Academic writing; Realm; Ideology; White (mutation); Publishing; Identity (music); Politics; Media studies; Aesthetics; Law; Political science; Pedagogy; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003202667,0.00006781089,0.00009993232,0.0001923682,0.0011627,0.0002780457,0.0005321916,0.00007140186,0.00115745],"category_scores_gemma":[0.0008216502,0.00004881619,0.00005113189,0.0005240635,0.0003232926,0.00005036426,0.00002162607,0.0003823375,0.003754672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000514064,"about_ca_system_score_gemma":0.0002567185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312442,"about_ca_topic_score_gemma":0.00101306,"domain_scores_codex":[0.9977171,0.0007964186,0.0001893306,0.0001360554,0.000647238,0.0005138],"domain_scores_gemma":[0.9985548,0.0006407897,0.00006661774,0.0002642183,0.0002753725,0.0001981935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007484852,0.00003272766,0.0007098187,0.000006545773,0.00001035048,0.000007210067,0.8778213,6.490126e-8,0.00005438533,0.02883042,0.05990283,0.03261688],"study_design_scores_gemma":[0.0001802999,0.00007879265,0.08286706,0.00005586743,0.000008507991,0.000001613903,0.06223754,0.00006233836,0.00001919708,0.3735357,0.4807963,0.0001568023],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288913,0.00005728713,0.000005883213,0.03197514,0.0007110382,0.0002067793,0.000006502012,0.0001449293,0.03800113],"genre_scores_gemma":[0.9714012,0.0000341132,0.00001492032,0.0005034351,0.002317775,0.00001670963,0.000003149916,0.00001073707,0.02569797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8155838,"threshold_uncertainty_score":0.9997556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.272659217716377,"score_gpt":0.5744074291868231,"score_spread":0.3017482114704461,"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."}}