{"id":"W4320342750","doi":"10.1145/3544548.3580984","title":"Contestable Camera Cars: A Speculative Design Exploration of Public AI That Is Open and Responsive to Dispute","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Canadian Institute of Steel Construction","keywords":"Autonomy; Dignity; Democracy; Computer science; Reflexivity; Work (physics); Thematic analysis; Sociology; Engineering; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01476214,0.0005794725,0.0003456944,0.001250108,0.006205152,0.01213631,0.002320409,0.002154489,0.005668615],"category_scores_gemma":[0.01770269,0.000632236,0.0006342397,0.001171191,0.02962349,0.0108933,0.006487993,0.00239976,0.0005007955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008366208,"about_ca_system_score_gemma":0.006756324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00392108,"about_ca_topic_score_gemma":0.005037942,"domain_scores_codex":[0.9806709,0.01605966,0.0002946579,0.001003665,0.001065019,0.0009062113],"domain_scores_gemma":[0.9822887,0.0117929,0.001085596,0.002904862,0.001004648,0.0009232319],"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":[0.00009457309,0.00008741178,0.001887721,0.000235861,0.0000158142,0.0003589905,0.1159895,0.003118639,0.001818394,0.8595998,0.001250498,0.01554282],"study_design_scores_gemma":[0.0001565936,0.0003839625,0.002256212,0.0004772528,0.00006261264,0.0005652124,0.160613,0.03142028,0.005022627,0.4543384,0.344623,0.000080754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3212228,0.0005640352,0.4630122,0.01532536,0.0001551507,0.001131419,0.000152824,0.0004396114,0.1979967],"genre_scores_gemma":[0.9442025,0.0001404418,0.04956558,0.0002591289,0.0000121114,0.000353342,0.00005088317,0.00009830508,0.005317697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9937949,"threshold_uncertainty_score":0.07807058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5540257779330076,"score_gpt":0.4864935069400748,"score_spread":0.0675322709929328,"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."}}