{"id":"W2542789015","doi":"","title":"A SURVEY OF UNLICENSED DRIVING OFFENDERS","year":2002,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Law enforcement; Enforcement; Sample (material); Driving under the influence; Drunk driving; Psychology; Computer security; Quarter (Canadian coin); Human factors and ergonomics; Poison control; Criminology; Law; Political science; Computer science; Medical emergency; Medicine; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002882424,0.00006238603,0.000173486,0.0002664535,0.0001796116,0.000004275797,0.0003732769,0.0001515762,0.003057833],"category_scores_gemma":[0.0001574316,0.00007455512,0.00008735676,0.0004217077,0.0005563141,0.00007033762,0.0001097853,0.0001190574,0.00004835517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004063215,"about_ca_system_score_gemma":0.0000216523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01565037,"about_ca_topic_score_gemma":0.01801601,"domain_scores_codex":[0.9993342,0.00008158229,0.0001236187,0.0001594583,0.0001311076,0.0001701004],"domain_scores_gemma":[0.9993927,0.00005076459,0.0001371523,0.0002246709,0.0001534821,0.00004122675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009593302,0.0001980101,0.9735439,0.00001660434,0.00007288764,0.000007442181,0.002732356,0.000002806198,0.0004063102,0.003971776,0.004051305,0.01498697],"study_design_scores_gemma":[0.0006020453,0.00007423936,0.9573227,0.00008997376,0.00003247063,7.33087e-7,0.00684293,0.0001450006,0.0008523105,0.0004322006,0.03344452,0.0001608625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750761,0.00004038626,0.0007740315,0.001235264,0.00005983744,0.00009302003,0.0000177611,0.00007438813,0.0226292],"genre_scores_gemma":[0.9971321,0.0001321874,0.0003206539,0.000004995694,0.000004498675,8.816123e-8,0.000001842334,0.000003500904,0.002400198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02939321,"threshold_uncertainty_score":0.9999027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05370168584720247,"score_gpt":0.2755483103719651,"score_spread":0.2218466245247626,"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."}}