{"id":"W2054657949","doi":"10.1080/00085030.2014.987475","title":"“Ambient Fail” exception messages during breath testing of suspected impaired drivers using the Intoxilyzer® 5000C: a 10-year retrospective analysis","year":2014,"lang":"en","type":"article","venue":"Canadian Society of Forensic Science Journal","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Police Service","funders":"","keywords":"Incidence (geometry); Atomic force microscopy; Medicine; Retrospective cohort study; Internal medicine; Materials science; Nanotechnology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363126,0.0003545154,0.0004327967,0.001523342,0.0006006717,0.0008709859,0.0006810481,0.0005458107,0.0007102299],"category_scores_gemma":[0.004740005,0.0006483164,0.000724046,0.001585559,0.0005026739,0.0006049368,0.0007591058,0.000609988,0.0002597051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009865514,"about_ca_system_score_gemma":0.0008924425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04015367,"about_ca_topic_score_gemma":0.03161375,"domain_scores_codex":[0.9974731,0.0004476366,0.0004265939,0.0005644654,0.000732963,0.000355279],"domain_scores_gemma":[0.9918378,0.001265844,0.004232845,0.0006106389,0.001507555,0.0005453851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005451684,0.00001010848,0.9990548,0.00001043523,0.00002610182,0.0001366678,0.0001102542,0.00001265908,0.00009006326,0.000002643547,0.00002670901,0.0004650679],"study_design_scores_gemma":[0.000001395877,0.0001107547,0.9985812,0.00001038847,0.00003318076,0.0006431419,0.000329284,0.00007164332,0.00008918655,0.000002585258,0.0001222172,0.000005050733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990754,0.0003233937,0.00009335791,0.00001088941,0.000002815736,0.00001216417,0.0002738324,0.000003345189,0.0002046865],"genre_scores_gemma":[0.9992825,0.0002049686,0.00005085377,0.00001892683,0.000004579319,0.00000713399,0.0003497704,0.000002858881,0.0000785303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04015367,"threshold_uncertainty_score":0.07983994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03457222243706315,"score_gpt":0.3150424140548058,"score_spread":0.2804701916177426,"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."}}