{"id":"W2124362915","doi":"10.1002/jcaf.20242","title":"Should you outsource accounting and finance?","year":2006,"lang":"en","type":"article","venue":"Journal of Corporate Accounting & Finance","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"HIV Legal Network","funders":"","keywords":"Pace; Accounting; Outsourcing; Business; Finance; Marketing; Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001982966,0.0004287054,0.0006558199,0.0005919324,0.0004707169,0.001030203,0.0005797609,0.0001492399,0.00003082646],"category_scores_gemma":[0.0001754031,0.0003919536,0.0002035378,0.000896861,0.0001508211,0.002540421,0.0002956979,0.0005483548,0.00008077069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006472751,"about_ca_system_score_gemma":0.00005593443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003148852,"about_ca_topic_score_gemma":0.00004258849,"domain_scores_codex":[0.9970321,0.00002025944,0.001167838,0.0004243091,0.0007164113,0.000639048],"domain_scores_gemma":[0.9953771,0.0000889146,0.003503238,0.0003519481,0.0006660796,0.00001272504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003150996,0.0004222361,0.7792003,0.0007131895,0.00012741,0.00065526,0.0002116072,0.04099238,0.002098583,0.04551064,0.07865555,0.05109782],"study_design_scores_gemma":[0.002155379,0.00007066188,0.1574507,0.0006827873,0.0002472373,0.0001141373,0.0004121256,0.02060722,0.0001739914,0.02383654,0.7932054,0.001043803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817883,0.001172868,0.003562829,0.0031176,0.001095456,0.0002134066,0.000002610607,0.00009532557,0.008951627],"genre_scores_gemma":[0.990678,0.0001392781,0.001691848,0.00168557,0.004056958,0.000005817459,0.000007597584,0.0000721499,0.001662776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7145499,"threshold_uncertainty_score":0.9998533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036650492099592,"score_gpt":0.20910846421475,"score_spread":0.1887419592937541,"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."}}