{"id":"W3038970042","doi":"10.29173/irie377","title":"Development Practices of Trusted AI Systems among Canadian Data Scientists","year":2020,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Skepticism; Interpretability; Computer science; Data science; Knowledge management; Engineering ethics; Psychology; Artificial intelligence; Engineering; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07145163,0.000387769,0.0004571307,0.005047509,0.03316914,0.01253386,0.004520745,0.002137167,0.003890618],"category_scores_gemma":[0.1408908,0.0007873275,0.0005263803,0.006509134,0.01058311,0.004416107,0.008569626,0.00395736,0.0007430572],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1571998,"about_ca_system_score_gemma":0.4045881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9196414,"about_ca_topic_score_gemma":0.9332983,"domain_scores_codex":[0.9221414,0.03608432,0.003547429,0.005304571,0.02615327,0.00676897],"domain_scores_gemma":[0.7663975,0.06425413,0.0136111,0.01550794,0.1187006,0.02152878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002719063,0.000188411,0.06532298,0.001087906,0.00009873634,0.001599448,0.4227775,0.002097334,0.003583174,0.2018297,0.07327337,0.2278694],"study_design_scores_gemma":[0.00005234709,0.00007991956,0.03358419,0.001310451,0.00007285904,0.0004640276,0.1171008,0.003640635,0.003319912,0.02002471,0.8200971,0.0002529777],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4132481,0.01620629,0.06515788,0.1911063,0.001154489,0.003292089,0.001947468,0.0008492453,0.3070382],"genre_scores_gemma":[0.9271361,0.005281548,0.03391564,0.005445096,0.00009064201,0.0005448722,0.0005073304,0.0001806897,0.02689803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9668308,"threshold_uncertainty_score":0.9775288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.248763271973971,"score_gpt":0.4696023958543357,"score_spread":0.2208391238803647,"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."}}