{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002695306,0.0002047101,0.0003933751,0.0001107367,0.00005772271,0.00001193645,0.00007407829,0.00009109875,0.0004346181],"category_scores_gemma":[0.0008357253,0.0001372099,0.00001897293,0.0006988432,0.000166133,0.0001063678,0.00003704141,0.0001079229,0.0003736733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716066,"about_ca_system_score_gemma":0.0002021761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006310237,"about_ca_topic_score_gemma":0.000004101854,"domain_scores_codex":[0.9986149,0.00004423613,0.0003203164,0.0003806643,0.0004014656,0.0002383931],"domain_scores_gemma":[0.9983624,0.00007446836,0.00007796835,0.0003838263,0.0004174768,0.000683811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002905866,0.004615999,0.5173855,0.0003879555,0.0008644294,0.002751349,0.09775217,0.00006550605,0.02954864,0.002251658,0.3164287,0.02504227],"study_design_scores_gemma":[0.04366783,0.02204206,0.6371956,0.003235677,0.00108919,0.0002966458,0.01559787,0.001592191,0.03209717,0.0004919884,0.2410305,0.001663266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985777,0.001136507,0.00002744601,0.00931889,0.0003368086,0.0009007971,0.000006540011,0.0001478332,0.002348245],"genre_scores_gemma":[0.995205,0.00005334367,0.0005782196,0.002872211,0.0002262813,0.0002428598,0.00003144786,0.00003117894,0.0007594907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1198102,"threshold_uncertainty_score":0.5595258,"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."}}