{"id":"W1585779711","doi":"10.5858/2002-126-0416-opsarf","title":"Outpatient phlebotomy success and reasons for specimen rejection.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phlebotomy; Medicine; Blood collection; Outpatient clinic; Surgery; Emergency medicine; Family medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005166515,0.00008196395,0.0002135824,0.00003562766,0.00007301898,0.0000357897,0.00003571191,0.00007082597,0.0001266119],"category_scores_gemma":[0.001513557,0.00006778369,0.00005940302,0.0000955529,0.0000392912,0.0001182674,0.00001796964,0.0001263425,0.00001290945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003384636,"about_ca_system_score_gemma":0.000007571871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002104434,"about_ca_topic_score_gemma":0.00001675526,"domain_scores_codex":[0.9991286,0.00004903934,0.0002409483,0.0002216184,0.0001330396,0.0002267788],"domain_scores_gemma":[0.9988778,0.0005020733,0.0001026006,0.0001952745,0.0001041312,0.0002181375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001557282,0.001431369,0.1465663,0.0002720775,0.0003831439,0.00002382598,0.0003872705,0.000001322129,0.00004483234,0.004858144,0.05587756,0.7885969],"study_design_scores_gemma":[0.003507378,0.0001727661,0.3324239,0.00001085595,0.0001793192,0.000009162432,0.00005570427,0.0003269942,0.00005505557,0.0001079259,0.6630376,0.0001133532],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070638,0.002206969,0.0003833255,0.05069736,0.000908766,0.006121797,0.00009522629,0.0001866124,0.03233615],"genre_scores_gemma":[0.9904131,0.0001221464,0.0003013127,0.001947819,0.000462496,0.001294981,0.000006465984,0.00001392355,0.005437789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7884835,"threshold_uncertainty_score":0.2764139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09726782998282439,"score_gpt":0.320610794948446,"score_spread":0.2233429649656216,"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."}}