{"id":"W3115206633","doi":"10.1093/clinchem/hvaa305","title":"How Can Routine Clinical Laboratories Keep Up with the Opioid Crisis?","year":2020,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Opioid; Medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00222227,0.0002117532,0.0006942822,0.000006507958,0.0001140512,0.00006592235,0.0003224075,0.0003877827,0.0002037979],"category_scores_gemma":[0.1021608,0.0001146352,0.0001868176,0.0003829402,0.0007875528,0.00004840099,0.0001277356,0.002275731,0.00004209825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004825481,"about_ca_system_score_gemma":0.005629919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009709633,"about_ca_topic_score_gemma":0.000004262241,"domain_scores_codex":[0.9968932,0.0001706255,0.0007079018,0.0005333864,0.0008310077,0.0008638765],"domain_scores_gemma":[0.9864396,0.001762534,0.0002006442,0.000712493,0.0004832562,0.0104015],"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":[0.002457947,0.0003951768,0.1547977,0.0009765605,0.0001948958,0.0004303582,0.0002752627,1.4356e-7,0.0002698095,0.00002989808,0.8212582,0.01891399],"study_design_scores_gemma":[0.005728006,0.001592189,0.007588529,0.0001429286,0.0001441553,0.00002840182,0.001590426,0.00007618361,0.004427006,0.00003189583,0.9784236,0.0002266816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.447848,0.0003250134,0.00008226301,0.5502008,0.0001654679,0.0002691211,0.00002202763,0.00008639912,0.001000917],"genre_scores_gemma":[0.8922148,0.0004902062,0.0001507155,0.100792,0.004144729,0.00001979958,0.00004382049,0.00003066941,0.002113279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4494089,"threshold_uncertainty_score":0.9987234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2143846177198955,"score_gpt":0.4773572082741694,"score_spread":0.2629725905542739,"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."}}