{"id":"W3126922359","doi":"10.5858/2002-126-0416-opsarf","title":"Outpatient Phlebotomy Success and Reasons for Specimen Rejection","year":2002,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phlebotomy; Medicine; Blood collection; Surgery; Outpatient clinic; Bloodletting; Emergency medicine; General surgery; Internal medicine; Pathology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002595065,0.0002120472,0.0003559877,0.0005982,0.0005219892,0.0009923248,0.0004068542,0.000399644,0.003912582],"category_scores_gemma":[0.03120056,0.0002172008,0.0003434501,0.0006189555,0.000420234,0.0005825434,0.0005913971,0.0008757585,0.0004248599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004997922,"about_ca_system_score_gemma":0.0007122983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002333243,"about_ca_topic_score_gemma":0.001972424,"domain_scores_codex":[0.9951611,0.002012367,0.0005534536,0.0004751615,0.001114124,0.000683877],"domain_scores_gemma":[0.968095,0.009389537,0.016691,0.001017591,0.002173099,0.00263378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003505867,0.00006651704,0.9954244,0.00001680894,0.00002151947,0.0001441506,0.0001186113,0.00003660226,0.0001207692,0.00001650944,0.0003819725,0.003301363],"study_design_scores_gemma":[0.00001891356,0.000350788,0.9963941,0.0000482518,0.00002384679,0.001195941,0.0006562211,0.0005142654,0.0003035225,0.00002789675,0.0004579615,0.000008218792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980024,0.0004357762,0.0001612187,0.0001597747,0.0000139156,0.0000245821,0.0001468358,0.000009481674,0.001046146],"genre_scores_gemma":[0.9995564,0.00006454709,0.00008139775,0.00003048273,0.0000181813,0.000009430772,0.0001187877,0.00000569603,0.0001151046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003912582,"threshold_uncertainty_score":0.01372421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04887523600050628,"score_gpt":0.3493548877213636,"score_spread":0.3004796517208573,"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."}}