{"id":"W2564584662","doi":"10.1080/00085030.2017.1258212","title":"An assessment of oral fluid drug screening devices","year":2016,"lang":"en","type":"article","venue":"Canadian Society of Forensic Science Journal","topic":"Forensic Toxicology and Drug Analysis","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Mounted Police; Canadian Centre on Substance Use and Addiction","funders":"","keywords":"Drug; Medicine; Cannabis; Drug detection; Pharmacology; Amphetamine; Internal medicine; Psychiatry; Chromatography; Chemistry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004160422,0.0001814159,0.0003886946,0.0003166427,0.0008752474,0.00003029564,0.0007990209,0.0002099312,0.001238758],"category_scores_gemma":[0.00008570279,0.0001312676,0.0003231023,0.0007871778,0.004054424,0.0006300754,0.00004646043,0.000497431,0.00000558481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003220926,"about_ca_system_score_gemma":0.002572294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002283868,"about_ca_topic_score_gemma":0.0150315,"domain_scores_codex":[0.9977325,0.0001814484,0.0005474481,0.0003088742,0.0004656215,0.0007640703],"domain_scores_gemma":[0.9974239,0.0001771258,0.0004312511,0.0002709153,0.0005560418,0.001140783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005734892,0.0001670374,0.3938284,0.00003270227,0.0005764983,0.00003312438,0.003011731,0.001122817,0.1675608,0.003561584,0.04841646,0.3816315],"study_design_scores_gemma":[0.006208055,0.001125551,0.4441247,0.0003367685,0.001109652,0.0006079218,0.01270441,0.04211464,0.4203223,0.00510381,0.06489789,0.001344339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910398,0.0001943987,0.001935804,0.004131255,0.0008593182,0.0001025583,0.00006080596,0.00001538164,0.001660691],"genre_scores_gemma":[0.96628,0.0001039761,0.03138825,0.001878259,0.0001359175,0.000001999274,0.000002298966,0.00001029966,0.0001989847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3802872,"threshold_uncertainty_score":0.9996743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06576030948888396,"score_gpt":0.4295441366918882,"score_spread":0.3637838272030042,"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."}}