{"id":"W3203200105","doi":"10.2139/ssrn.3935987","title":"Towards AI Standards: Thought-Leadership in Ai Legal, Ethical and Safety Specifications Through Experimentation","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Engineering ethics; Ethical leadership; Psychology; Political science; Engineering; Social psychology","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":[0.1727027,0.0009003562,0.0009842226,0.003014753,0.007837187,0.02189996,0.004606707,0.008699135,0.007141764],"category_scores_gemma":[0.1655788,0.0007434704,0.001090172,0.001574477,0.05371514,0.02286081,0.01102171,0.01711982,0.00155408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0101445,"about_ca_system_score_gemma":0.02609034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003649533,"about_ca_topic_score_gemma":0.003335554,"domain_scores_codex":[0.8370884,0.1388564,0.003477364,0.004343877,0.01350224,0.002731779],"domain_scores_gemma":[0.7077347,0.232326,0.00621187,0.02033616,0.02519947,0.008191838],"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":[0.00003205721,0.0002140022,0.001392686,0.0002233143,0.00002984114,0.00007292622,0.0255789,0.001616405,0.0005163332,0.9295085,0.007513474,0.03330159],"study_design_scores_gemma":[0.00002259966,0.00003273582,0.0002537876,0.0003985925,0.000006559262,0.00003529558,0.009947205,0.002816002,0.0007063923,0.9516557,0.03409921,0.00002592502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02900586,0.003323194,0.5429466,0.2702682,0.001596932,0.0007592823,0.0000822009,0.0004864525,0.1515313],"genre_scores_gemma":[0.713061,0.001743073,0.2494748,0.0176774,0.0006246804,0.0009519672,0.0001511082,0.0004071476,0.01590879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1727027,"threshold_uncertainty_score":0.9133502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255328523176616,"score_gpt":0.4187007742212557,"score_spread":0.2931679219035941,"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."}}