{"id":"W2157037176","doi":"","title":"Regulated Out of Existence: A Case Study of Ottawa's Ticket Defence Program","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Criminal Law and Evidence","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Ticket; License; Accountability; Context (archaeology); Political science; Legislature; Scope (computer science); Work (physics); Public administration; Service (business); Business; Public relations; Law; Engineering; Geography; Computer security","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":[0.00440819,0.0001089915,0.000256787,0.0000779856,0.0003669506,0.00003750311,0.0003895306,0.0000693007,0.00002253486],"category_scores_gemma":[0.0004158618,0.00009405644,0.00009497114,0.000284616,0.0002780356,0.0001920982,0.00003295115,0.0006317401,0.000004904556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002374234,"about_ca_system_score_gemma":0.001263502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006674975,"about_ca_topic_score_gemma":0.08120704,"domain_scores_codex":[0.9971418,0.000435818,0.0004443525,0.0001757695,0.0005671493,0.001235123],"domain_scores_gemma":[0.9988763,0.0001382029,0.000368688,0.000201203,0.0003032645,0.0001123529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002435938,0.003495869,0.04089338,0.00009386292,0.0003856051,0.000353426,0.1035579,0.00007029827,0.0006750727,0.5339609,0.0002694548,0.3160006],"study_design_scores_gemma":[0.003089324,0.01674772,0.003198108,0.0003291523,0.0006537472,0.004494016,0.77718,0.000366682,0.0004820109,0.1778451,0.01477276,0.0008413914],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957928,0.0003656029,0.0002344889,0.0002985056,0.0001516181,0.0003239792,4.424965e-7,0.00002800999,0.002804564],"genre_scores_gemma":[0.9988604,0.0001847106,0.0001749543,0.00000879406,0.000138167,0.000007253728,2.085041e-7,0.000008889779,0.00061659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6736221,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108292642986622,"score_gpt":0.3518949880508556,"score_spread":0.3208120616209894,"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."}}