{"id":"W4399203557","doi":"10.59876/a-499j-x9nk","title":"Word from the editor","year":2024,"lang":"en","type":"article","venue":"Management international","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Word (group theory); Computer science; Linguistics; Natural language processing; Philosophy","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001552369,0.00004916679,0.00002762823,0.00003768844,0.0001072112,0.001127555,0.0003321848,0.00001297137,0.005736332],"category_scores_gemma":[0.00001283823,0.00003227,0.00003650868,0.00001517199,0.00003687862,0.0002663854,0.00009731059,0.0001346599,0.0005859641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002266901,"about_ca_system_score_gemma":0.000003345259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000159132,"about_ca_topic_score_gemma":0.00003796737,"domain_scores_codex":[0.9994878,0.000008100141,0.00009054939,0.0001158926,0.0002236324,0.00007402625],"domain_scores_gemma":[0.9997785,0.0001085662,0.00001378773,0.00006840022,0.00001945772,0.00001125762],"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":[9.240457e-7,0.000002759342,0.00004903606,0.000002632182,0.00004985463,0.0000032135,0.001773801,0.000001252018,2.386759e-7,0.4062009,0.5797263,0.01218909],"study_design_scores_gemma":[0.00003519418,0.000001376538,0.0002021263,0.0000581327,0.00001178448,1.856047e-7,0.002833073,0.0005925436,7.978481e-7,0.01209773,0.9841233,0.00004375184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002782484,0.0003984269,0.0003103383,0.03466672,0.03324041,0.00006349548,0.00008572047,0.0002092957,0.9282431],"genre_scores_gemma":[0.711938,0.00006368673,0.0001522279,0.003685436,0.1107511,0.00003183015,0.0001893617,0.00001718396,0.1731712],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7550719,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304819852612298,"score_gpt":0.2401205970649324,"score_spread":0.2170723985388094,"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."}}