{"id":"W2742111340","doi":"10.1186/s12954-017-0179-5","title":"An overview of forensic drug testing methods and their suitability for harm reduction point-of-care services","year":2017,"lang":"en","type":"review","venue":"Harm Reduction Journal","topic":"Forensic Toxicology and Drug Analysis","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":343,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Lethbridge","funders":"","keywords":"Harm reduction; Context (archaeology); Workgroup; Health care; Internet privacy; European union; Business; Medicine; Computer science; Nursing; Political science; Public health; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005475095,0.0006566612,0.002687952,0.0005288013,0.001103576,0.00007478434,0.0006333472,0.0009209712,0.0002794179],"category_scores_gemma":[0.0004397638,0.0005181541,0.001094294,0.0003655169,0.0009222716,0.0005446012,0.000118433,0.001823113,0.000003349332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001726823,"about_ca_system_score_gemma":0.000563399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002508879,"about_ca_topic_score_gemma":0.000003520796,"domain_scores_codex":[0.9939877,0.002826147,0.001790038,0.0006995902,0.0001759003,0.0005206734],"domain_scores_gemma":[0.9933509,0.0008645497,0.003652992,0.0006568908,0.001101485,0.0003732372],"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":[0.0001930333,0.0002051319,0.00002132191,0.01864864,0.0011731,0.000002589107,0.004248322,0.00004345522,0.0006723078,0.0001529358,0.0003535575,0.9742856],"study_design_scores_gemma":[0.001947806,0.0009072628,0.00005818663,0.007424835,0.01325428,0.00429802,0.01564257,0.000696914,0.01054503,0.006071658,0.9380639,0.001089501],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003252938,0.9905019,0.0002744517,0.0001438394,0.004296413,0.001001424,0.0002874031,0.00004730978,0.0001943339],"genre_scores_gemma":[0.003509813,0.9795327,0.01490827,0.00003056874,0.001553707,0.00008838756,0.000155976,0.00007298239,0.0001476412],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9731961,"threshold_uncertainty_score":0.999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3247514956731994,"score_gpt":0.5454542964426741,"score_spread":0.2207028007694747,"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."}}