{"id":"W68932388","doi":"10.29173/alr126","title":"The Case for Comprehensive Random Breath Testing Programs in Canada: Reviewing the Evidence and Challenges","year":2011,"lang":"en","type":"article","venue":"Alberta Law Review","topic":"Traffic and Road Safety","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Apprehension; Enforcement; Random testing; Charter; Legislation; Political science; Law; Business; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004299212,0.0001523156,0.0003338179,0.000004130018,0.0001847293,0.00001363617,0.0001605767,0.00002162071,0.000002049636],"category_scores_gemma":[0.0002365381,0.00007756629,0.00004853088,0.00009783631,0.0000514611,0.00007347667,0.0000327212,0.0001200538,0.000001710512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004968175,"about_ca_system_score_gemma":0.0000566575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4752948,"about_ca_topic_score_gemma":0.9380204,"domain_scores_codex":[0.9991227,0.00009233031,0.0003213689,0.0001542123,0.00006149666,0.0002478282],"domain_scores_gemma":[0.9971356,0.002442476,0.00005082214,0.0002742378,0.00004762138,0.00004921655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009190196,0.000009083251,0.0003663339,0.01156603,0.00006716445,0.00009574821,0.0006770786,0.00003269857,6.7785e-7,0.009235459,0.0004540597,0.9774865],"study_design_scores_gemma":[0.0007970061,0.00006175892,0.003011422,0.03852589,0.0003399958,0.001882756,0.0004678392,0.004301493,0.000004290158,0.00007246133,0.9500323,0.0005027816],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002946361,0.9922082,0.0000121433,0.00144455,0.0001075186,0.001580703,9.933127e-7,0.00003132722,0.001668237],"genre_scores_gemma":[0.461349,0.5379142,0.0001927225,0.0002539372,0.000022588,0.0002435101,6.414443e-7,0.00001584358,0.00000749047],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9769837,"threshold_uncertainty_score":0.5281993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1972300851879427,"score_gpt":0.2577591510590462,"score_spread":0.06052906587110354,"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."}}