{"id":"W1980290952","doi":"10.1080/00085030.2002.10757543","title":"Are Mouth Alcohol Defenses “Valid” or “Invalid”? The BAC Datamaster C™ “Invalid Sample” Status Message","year":2002,"lang":"en","type":"article","venue":"Canadian Society of Forensic Science Journal","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority","funders":"","keywords":"Sample (material); Exhalation; Test (biology); Protocol (science); Alcohol; Medicine; Biology; Chromatography; Pathology; Chemistry; Anesthesia","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001162207,0.000208,0.0002404842,0.0001828913,0.001867131,0.0006963315,0.002247764,0.00008785049,0.0003186277],"category_scores_gemma":[0.000189094,0.0001408995,0.0002670398,0.001758371,0.001369317,0.0009987589,0.0002051454,0.0004292961,0.00002042277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004040383,"about_ca_system_score_gemma":0.0008009238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00341225,"about_ca_topic_score_gemma":0.004965089,"domain_scores_codex":[0.9973021,0.00005136061,0.0004509772,0.0004598322,0.0008134517,0.0009223311],"domain_scores_gemma":[0.997105,0.0001479502,0.0005357991,0.0009498699,0.0004062205,0.0008551795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007875538,0.000108421,0.009631544,0.00004109818,0.0001233713,0.000049514,0.01828208,0.0001666753,0.00211879,0.009499528,0.5945196,0.3654515],"study_design_scores_gemma":[0.002534515,0.0006669522,0.08695069,0.000502344,0.0002070464,0.003874111,0.02855567,0.1066446,0.05879656,0.02316538,0.685417,0.002685138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4086394,0.001283066,0.5341688,0.04433137,0.002147336,0.001756971,0.0007571771,0.000516825,0.006399122],"genre_scores_gemma":[0.8532636,0.0003114677,0.1400411,0.005376265,0.0002055158,0.00001942188,0.000002009815,0.0000191917,0.0007614877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4446242,"threshold_uncertainty_score":0.9994323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07981706598229137,"score_gpt":0.2863685890023563,"score_spread":0.2065515230200649,"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."}}