{"id":"W4411990571","doi":"10.1142/9789819811908_0012","title":"Ethical and Societal Implications of Technology-Driven Decisions","year":2025,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC eBooks","topic":"Impact of AI and Big Data on Business and Society","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Engineering ethics; Psychology; Political science; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01145576,0.0006496388,0.0004405619,0.001312102,0.003630349,0.01193873,0.001379307,0.009209148,0.009907152],"category_scores_gemma":[0.02140995,0.0003522613,0.0003920094,0.001297023,0.02681621,0.008383259,0.002634589,0.009117923,0.001347363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00644387,"about_ca_system_score_gemma":0.006529845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003413149,"about_ca_topic_score_gemma":0.005297882,"domain_scores_codex":[0.9895632,0.006965885,0.0001565824,0.0004299993,0.002301913,0.000582453],"domain_scores_gemma":[0.9790536,0.01787144,0.0004714573,0.0007307183,0.001335156,0.0005376191],"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":[0.000002393979,0.000007566113,0.00002307051,0.00001033794,0.000001824157,0.0000302855,0.0003821078,0.0002435824,0.00002330076,0.9902017,0.006125429,0.002948449],"study_design_scores_gemma":[0.000003315874,0.000003024414,0.00006559968,0.00005657231,0.000001746573,0.00003115006,0.0004361765,0.0003411798,0.00005906148,0.9502178,0.04877992,0.000004433051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00422829,0.008025304,0.01322118,0.1303847,0.00203448,0.00004485199,0.00006217866,0.00002181449,0.8419773],"genre_scores_gemma":[0.6412522,0.01523821,0.01790559,0.05445494,0.005703839,0.00051284,0.0001160783,0.0001802213,0.2646361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01193873,"threshold_uncertainty_score":0.06058455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290208575651187,"score_gpt":0.381959586707747,"score_spread":0.2529387291426283,"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."}}