{"id":"W4322576625","doi":"10.2139/ssrn.4366335","title":"Response to Toronto Police Service's consultation on the draft governance for the acquisition and use of AI technology","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Artificial Intelligence in Law","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University; Concordia University; Algoma University; McGill University","funders":"","keywords":"Corporate governance; Service (business); Public administration; Political science; Law; Management; Engineering; Business; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003183446,0.00006683681,0.00007907648,0.00003675271,0.0008096828,0.00007298422,0.0002858907,0.00007395425,0.00002190962],"category_scores_gemma":[0.0009455576,0.00004360734,0.00003269561,0.0004966531,0.0001887306,0.0002270387,0.00003026721,0.0003317923,0.00002055085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005801531,"about_ca_system_score_gemma":0.0007552172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01111215,"about_ca_topic_score_gemma":0.1995823,"domain_scores_codex":[0.9985306,0.0001733455,0.000177649,0.0001129619,0.0002472088,0.0007581842],"domain_scores_gemma":[0.997699,0.001738629,0.0001240821,0.0001327872,0.0002717121,0.00003382259],"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":[0.0006607612,0.00001371911,0.0001304214,0.00000149719,0.0000310634,1.574688e-7,0.01808068,0.000223479,0.003116269,0.963211,0.0006829402,0.01384801],"study_design_scores_gemma":[0.0003996472,0.001281455,0.003116262,0.0001045895,0.00006798362,0.00002378699,0.3271311,0.001586472,0.006420169,0.4470082,0.2125454,0.0003149627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8346516,0.0002316958,0.00244492,0.1618368,0.0001654072,0.0005064746,0.00001073517,0.00004092537,0.0001114552],"genre_scores_gemma":[0.9962851,0.001068233,0.00003055054,0.001645961,0.0001244198,0.00003227028,3.999074e-7,0.000008870134,0.0008042331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5162029,"threshold_uncertainty_score":0.995473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02888114989212046,"score_gpt":0.3478938962945404,"score_spread":0.3190127464024199,"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."}}