{"id":"W2289770970","doi":"10.1093/labmed/lmv006","title":"Phlebotomy Cycle Time Related to Phlebotomist Experience and/or Hospital Location","year":2015,"lang":"en","type":"article","venue":"Laboratory Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Phlebotomy; Medicine; Emergency medicine; Medical emergency; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001090375,0.0001712202,0.0001757792,0.0007060216,0.0002437577,0.0006059827,0.000390908,0.0002584311,0.003223313],"category_scores_gemma":[0.01208247,0.0001412934,0.0002077444,0.0008022487,0.0003985744,0.0002901874,0.0004460993,0.0004390713,0.0002425115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009369245,"about_ca_system_score_gemma":0.001109335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008655782,"about_ca_topic_score_gemma":0.01504347,"domain_scores_codex":[0.9984639,0.0002505304,0.0001740575,0.000212196,0.0005065851,0.0003928802],"domain_scores_gemma":[0.9820249,0.006941499,0.007273352,0.0005137131,0.001496908,0.001749636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002184083,0.0000296104,0.9920765,0.00002031889,0.00001917459,0.00006216324,0.0001249735,0.0001278583,0.0005305601,0.00001207768,0.000126857,0.006651459],"study_design_scores_gemma":[0.000004586359,0.0001893882,0.9982554,0.00001331385,0.00001505769,0.0003464477,0.000232741,0.0003128129,0.0003951229,0.00002290845,0.000207619,0.000004570116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981078,0.0001972974,0.0006682267,0.0000473104,0.000004471327,0.00002327963,0.0001807256,0.00001842653,0.0007524256],"genre_scores_gemma":[0.9993044,0.00007100828,0.0003569831,0.00001785973,0.000004936638,0.00001074172,0.0001462956,0.000003638188,0.00008405817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008655782,"threshold_uncertainty_score":0.01721078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03923815137689421,"score_gpt":0.3434601565933592,"score_spread":0.304222005216465,"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."}}