{"id":"W4391432029","doi":"10.18803/capsi.v23.126-141","title":"The Impact of Information Systems on the Work Processes of Accountants in Baixo Alentejo and Central Alentejo","year":2023,"lang":"en","type":"article","venue":"","topic":"Corporate Governance and Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Work (physics); Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003428578,0.0001022502,0.000125573,0.0001259742,0.00007319446,0.000172845,0.0001974825,0.00002180375,0.00001727408],"category_scores_gemma":[0.0001195639,0.00005085569,0.00003596168,0.001036933,0.00003943126,0.0008858189,0.0001317026,0.00005123428,0.00003998418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002475243,"about_ca_system_score_gemma":0.00002474246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00196936,"about_ca_topic_score_gemma":0.0002890378,"domain_scores_codex":[0.9991463,0.000006706084,0.0003054288,0.00007996663,0.0002542235,0.0002073724],"domain_scores_gemma":[0.9992766,0.00009061009,0.0003538848,0.0001663738,0.0001075467,0.000005003417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004160201,0.0001382133,0.7963377,0.00177211,0.0001534477,0.000004118539,0.0006301149,0.005546814,0.00006092871,0.06534328,0.1157902,0.01380708],"study_design_scores_gemma":[0.0004853309,0.00002543157,0.9781014,0.0004086015,0.00001783849,2.358557e-7,0.003495988,0.003333576,0.00003667215,0.0004822627,0.01348791,0.0001246956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906178,0.00008558259,0.00002227351,0.0005898175,0.0001599407,0.0004988702,0.000005556566,0.00003170872,0.007988467],"genre_scores_gemma":[0.9991484,0.0003989331,7.690533e-7,0.0001086571,0.00006184604,0.00002475613,0.000009569787,0.000005629874,0.0002414594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817638,"threshold_uncertainty_score":0.2977097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823507670484729,"score_gpt":0.2212364602131342,"score_spread":0.2030013835082869,"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."}}