{"id":"W3176743654","doi":"10.3138/jsp.52.4.04","title":"Multilingual Scholars’ Experiences in Publishing in the Social Sciences and Humanities","year":2021,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Discipline; Face (sociological concept); Political science; Sociology; Library science; Public relations; Social science; Medical education; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.03050061,0.0001306089,0.0002867305,0.0006087694,0.001663951,0.09941923,0.001667805,0.0002340262,0.00009398133],"category_scores_gemma":[0.02493483,0.0001090549,0.00007444443,0.001164982,0.0006891998,0.1369406,0.0002174076,0.002281813,0.000001265691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003871819,"about_ca_system_score_gemma":0.001758358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008650169,"about_ca_topic_score_gemma":0.002153872,"domain_scores_codex":[0.995609,0.001300904,0.0008105945,0.0002722737,0.001497516,0.0005097094],"domain_scores_gemma":[0.9974549,0.001130644,0.0005174553,0.00009122025,0.0007295878,0.00007623478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007807512,0.00006577688,0.238483,0.00000764269,0.00001245545,0.0001213863,0.7327975,0.000004553764,0.0000598508,0.01517948,0.001422828,0.01183773],"study_design_scores_gemma":[0.0005563685,0.00001508717,0.1062166,0.00009949134,0.000004721196,0.00003143318,0.8695295,0.000003994093,0.0000466499,0.005651566,0.01770691,0.00013765],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429632,0.001747192,0.000003744543,0.02606975,0.0008797772,0.00007974532,9.904924e-7,0.00001069956,0.02824485],"genre_scores_gemma":[0.994019,0.0001875374,0.001851429,0.002952166,0.0008205249,0.000008289369,8.108137e-7,0.000008118421,0.0001521529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.136732,"threshold_uncertainty_score":0.9996358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163661823119754,"score_gpt":0.3588283492453501,"score_spread":0.2424621669333746,"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."}}