{"id":"W4399530422","doi":"10.1109/csnt60213.2024.10545998","title":"Ensuring Transparency and Fairness in AI DecisionMaking Processes Influenced by large language Models","year":2024,"lang":"en","type":"article","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Transparency (behavior); Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05933865,0.001035949,0.001339294,0.001589762,0.002526637,0.008132155,0.002491718,0.002115658,0.002286009],"category_scores_gemma":[0.2095593,0.0008660285,0.002009878,0.001090721,0.00862857,0.01350506,0.01000234,0.005391511,0.000615686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002832864,"about_ca_system_score_gemma":0.007553198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003184331,"about_ca_topic_score_gemma":0.003014001,"domain_scores_codex":[0.9025244,0.07707048,0.003345115,0.004764944,0.01054892,0.001746174],"domain_scores_gemma":[0.717669,0.2262617,0.01077397,0.03334542,0.009998971,0.001950801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007147397,0.0003302458,0.008114184,0.0007067858,0.000338463,0.0006130258,0.01183215,0.1324355,0.01218921,0.6674967,0.003311591,0.1619175],"study_design_scores_gemma":[0.00009211098,0.0001287789,0.0007080012,0.0001471038,0.0000947315,0.0001662225,0.0008377376,0.2993025,0.00902285,0.6820627,0.007333856,0.0001033588],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03554745,0.0001487838,0.9570944,0.002210642,0.00007016195,0.00022291,0.00008725087,0.0007043128,0.003914131],"genre_scores_gemma":[0.5336429,0.0001479735,0.4633285,0.0007936403,0.0001061939,0.0003313107,0.0001900879,0.0003467265,0.001112662],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9974734,"threshold_uncertainty_score":0.3138165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130317942553823,"score_gpt":0.3907562337050421,"score_spread":0.3594530542795039,"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."}}