{"id":"W4413602668","doi":"10.64628/aam.9fmqnrtd4","title":"We need to prepare for the public safety hazards posed by artificial intelligence","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Risk analysis (engineering); Computer science; Business","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":[0.004967268,0.0006611093,0.001196076,0.001201773,0.003077011,0.007928804,0.001584196,0.008300551,0.01542053],"category_scores_gemma":[0.03609832,0.0005925004,0.0008040487,0.0009933899,0.00307582,0.01791109,0.004061283,0.019081,0.008775661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359155,"about_ca_system_score_gemma":0.005096159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002237623,"about_ca_topic_score_gemma":0.002626346,"domain_scores_codex":[0.9965752,0.001100135,0.0001356389,0.000365883,0.001464652,0.000358445],"domain_scores_gemma":[0.9764675,0.009289751,0.001530437,0.004232508,0.006833407,0.001646352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001722585,0.000398246,0.004888098,0.0006866226,0.0001767423,0.0005493544,0.001102729,0.005584407,0.01102736,0.3498562,0.2356022,0.3899558],"study_design_scores_gemma":[0.00003172577,0.0001176099,0.002217459,0.0002536798,0.00004054233,0.0004553359,0.002198787,0.008669882,0.003866308,0.6224331,0.3596094,0.0001061114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01188084,0.006030158,0.2257276,0.7083542,0.0104127,0.0001098923,0.0002527161,0.001629823,0.035602],"genre_scores_gemma":[0.3935178,0.01946012,0.3745911,0.1088188,0.01546287,0.0003929362,0.0009951916,0.001378675,0.08538245],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01542053,"threshold_uncertainty_score":0.05158681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07098528375071642,"score_gpt":0.3242725051132704,"score_spread":0.253287221362554,"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."}}