{"id":"W4220915926","doi":"10.1002/9781119794080.ch3","title":"Specimen Collection","year":2022,"lang":"en","type":"other","venue":"","topic":"Forensic Toxicology and Drug Analysis","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Drug; Blood collection; Blood testing; Medicine; Biomedical engineering; Internal medicine; Surgery; Pharmacology; Emergency medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004523014,0.001547794,0.001852308,0.004609962,0.002704381,0.00250026,0.002832627,0.001934677,0.09788322],"category_scores_gemma":[0.009726583,0.0007906393,0.00124161,0.002197684,0.001243327,0.001679574,0.002778715,0.002411573,0.09272484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008128784,"about_ca_system_score_gemma":0.003590348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002203798,"about_ca_topic_score_gemma":0.002954089,"domain_scores_codex":[0.9948065,0.0009797965,0.0006353752,0.001057447,0.002251506,0.000269303],"domain_scores_gemma":[0.9952828,0.0007011432,0.0002905054,0.0009622881,0.002370731,0.0003926244],"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":[0.001261427,0.0006415918,0.008893906,0.003075109,0.0001348497,0.005268096,0.0009931715,0.000802254,0.03037407,0.009194341,0.5246698,0.4146914],"study_design_scores_gemma":[0.00009433903,0.0003536292,0.007117435,0.001587716,0.00005268956,0.004832061,0.0005554785,0.0004640254,0.008694044,0.002334012,0.973855,0.00005961361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0375494,0.03788548,0.2733505,0.009607599,0.01278574,0.07717107,0.08877071,0.02110354,0.441776],"genre_scores_gemma":[0.05462999,0.03947563,0.3570758,0.01582653,0.004587107,0.05349569,0.0998334,0.004757435,0.3703185],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09788322,"threshold_uncertainty_score":0.327452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06863646885182619,"score_gpt":0.4093844453015529,"score_spread":0.3407479764497267,"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."}}