{"id":"W4413032985","doi":"10.1007/s43681-025-00809-2","title":"Rethinking responsible AI from ethical pillars to sociotechnical practice","year":2025,"lang":"en","type":"article","venue":"AI and Ethics","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Sociotechnical system; Transparency (behavior); Deliberation; Accountability; Sociology; Normative; Reflexivity; Engineering ethics; Software deployment; Corporate governance; Cognitive reframing; Context (archaeology); Knowledge management; Political science; Computer science; Engineering; Management; Law; Social science; Economics; Psychology; Politics","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":["metaresearch","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01148279,0.0001333024,0.0002357086,0.0000898151,0.002234756,0.00056483,0.0003186613,0.002852942,0.00004452025],"category_scores_gemma":[0.06864414,0.0001372303,0.00007285296,0.0004933118,0.0008203086,0.000372249,0.0002228969,0.007348086,0.00003607932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239072,"about_ca_system_score_gemma":0.002607184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01019136,"about_ca_topic_score_gemma":0.008322867,"domain_scores_codex":[0.9965143,0.001599315,0.0002682335,0.0003646785,0.000828238,0.0004252277],"domain_scores_gemma":[0.9876834,0.0108745,0.00006526917,0.0002506921,0.0008474788,0.0002786774],"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":[0.00007679628,0.00002751217,0.0001159117,0.00001156981,0.00003505467,0.00001132662,0.1215217,0.000003128938,0.0002391416,0.8464714,0.02950056,0.001985812],"study_design_scores_gemma":[0.0001203879,0.00004406715,0.0002684602,0.0000977782,0.00003608103,2.950318e-7,0.004767994,0.0000104704,0.00007341793,0.5856842,0.4087613,0.000135483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008872171,0.000317302,0.002493685,0.9471556,0.0005424739,0.0001913163,0.00001267987,0.0001432871,0.04027148],"genre_scores_gemma":[0.5631884,0.001797662,0.003087617,0.4307031,0.00026283,0.000006141343,0.000004243144,0.000009855554,0.00094008],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5543163,"threshold_uncertainty_score":0.9990642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0753908982788972,"score_gpt":0.4802406088429683,"score_spread":0.404849710564071,"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."}}