{"id":"W4403471668","doi":"10.33423/jabe.v26i4.7289","title":"Balancing Bytes and Ethics: Stakeholder Implications of Private LLMs","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Byte; Business ethics; Business; Political science; Public relations; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003982941,0.0001283833,0.0002682425,0.0002538977,0.0000818264,0.0004849212,0.0001212513,0.00008038968,0.00001447701],"category_scores_gemma":[0.00005130744,0.0001145829,0.00003711513,0.0002375274,0.00009649006,0.00102424,0.0001165557,0.0002181095,0.00000623144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002508467,"about_ca_system_score_gemma":0.00004625363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001858086,"about_ca_topic_score_gemma":0.00001488061,"domain_scores_codex":[0.9991882,0.000001043672,0.0004552991,0.0001594867,0.00005386674,0.000142091],"domain_scores_gemma":[0.9992746,0.00008231297,0.0003912296,0.0000967423,0.0001414419,0.00001367579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009491019,0.00006515559,0.01337973,0.002043687,0.0001288794,0.000007320493,0.0002447224,0.0007356621,0.005532952,0.9239624,0.001418617,0.05238598],"study_design_scores_gemma":[0.001633971,0.00004360139,0.3509378,0.001486859,0.0003308226,0.0001546163,0.0008729838,0.006297901,0.001751041,0.3475003,0.2879518,0.001038403],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894631,0.0005733269,0.001520903,0.001833059,0.0002555292,0.00008898794,0.000007277277,0.00002006543,0.006237753],"genre_scores_gemma":[0.9979876,0.0006327938,0.000581973,0.0003442708,0.0003994363,0.000002879889,0.000003455317,0.000024087,0.00002351501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5764621,"threshold_uncertainty_score":0.4676106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0351629481723961,"score_gpt":0.2254289025104256,"score_spread":0.1902659543380295,"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."}}