{"id":"W237797785","doi":"","title":"Market Research: Data Suggest Demand for Global Business Credential Skills","year":2001,"lang":"en","type":"article","venue":"Journal of accountancy online/Journal of accountancy","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credential; Revenue; Profitability index; Marketing; Business; Accounting; Public relations; Finance","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009856687,0.0007138265,0.001504795,0.001706625,0.0006360592,0.001785782,0.004531241,0.0003357251,0.0007230806],"category_scores_gemma":[0.002611411,0.0005969313,0.0006290834,0.002771987,0.0002549423,0.008411187,0.0009731909,0.001244595,0.00004351782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005101401,"about_ca_system_score_gemma":0.0006793006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001430398,"about_ca_topic_score_gemma":0.0004191807,"domain_scores_codex":[0.9912978,0.0001122724,0.003298382,0.0006564109,0.00331212,0.001322948],"domain_scores_gemma":[0.9850797,0.000530305,0.004316733,0.001246236,0.00866575,0.0001612604],"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":[0.00486747,0.003943874,0.1713826,0.001150879,0.001311296,0.003180419,0.0001509748,0.001441991,0.0002133722,0.00145174,0.7823964,0.02850903],"study_design_scores_gemma":[0.00905361,0.000362632,0.1206785,0.002304903,0.001233008,0.003508366,0.002353035,0.003740131,0.000008815863,0.01161702,0.8440887,0.001051317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.867739,0.01357314,0.04318035,0.02930628,0.01936465,0.002379449,0.0006439091,0.0001634067,0.02364984],"genre_scores_gemma":[0.9485182,0.003754125,0.006356884,0.002253759,0.03734256,0.000007883839,0.0001521029,0.0001904773,0.001423967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08077926,"threshold_uncertainty_score":0.9996482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06954189485520515,"score_gpt":0.3495397108126277,"score_spread":0.2799978159574226,"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."}}