{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04084459,0.001400051,0.001584745,0.002469323,0.005638247,0.01749474,0.004415764,0.02044152,0.02004018],"category_scores_gemma":[0.2007648,0.0008298327,0.001657516,0.002365801,0.007396762,0.02475,0.01038291,0.02512015,0.00948458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005129157,"about_ca_system_score_gemma":0.02530619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01129041,"about_ca_topic_score_gemma":0.01369368,"domain_scores_codex":[0.9720517,0.01321937,0.002061269,0.001810219,0.007275447,0.00358203],"domain_scores_gemma":[0.766273,0.08572832,0.01999433,0.0105521,0.05938045,0.05807179],"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":[0.0003904729,0.0007885487,0.02440494,0.001037894,0.0003627559,0.001063012,0.00134129,0.0007605866,0.0007530841,0.0199024,0.7155232,0.2336718],"study_design_scores_gemma":[0.0003405245,0.0006575917,0.0371286,0.004693082,0.0003015327,0.001392812,0.0160428,0.001157682,0.001065806,0.1417519,0.7950563,0.0004113617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001254192,0.003981438,0.001000231,0.9856567,0.005036184,0.00001692511,0.00007418707,0.0001466239,0.002833506],"genre_scores_gemma":[0.08800137,0.02504184,0.01108311,0.8368822,0.03257017,0.0002025281,0.0003015744,0.0002596279,0.005657604],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04084459,"threshold_uncertainty_score":0.2160094,"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."}}