{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001981499,0.0002024394,0.0002425795,0.0004571035,0.0003206239,0.0006941844,0.0003104015,0.000408798,0.003751751],"category_scores_gemma":[0.02772355,0.0001699513,0.0002584082,0.0004633729,0.0002715673,0.0005063986,0.000430372,0.0006590243,0.0004058354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003881779,"about_ca_system_score_gemma":0.0006384627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217365,"about_ca_topic_score_gemma":0.002272352,"domain_scores_codex":[0.9973069,0.0009853813,0.0003287447,0.0002671017,0.0007265996,0.000385193],"domain_scores_gemma":[0.9775829,0.005924233,0.01339557,0.0004866121,0.00113678,0.001473856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000323997,0.00007208586,0.9941088,0.00002747877,0.00001963782,0.000114679,0.0001185477,0.00003234667,0.0001112509,0.00001361922,0.0003560809,0.004701508],"study_design_scores_gemma":[0.00001707519,0.0002901962,0.996923,0.00004319556,0.0000239492,0.001202393,0.000430928,0.0003952931,0.000168529,0.00001873906,0.0004817568,0.000004955747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973862,0.0006537628,0.0002113703,0.0002103401,0.00001468614,0.00002949876,0.0002214943,0.00001132981,0.001261216],"genre_scores_gemma":[0.9994809,0.00007551689,0.0001202487,0.00002522864,0.00001463638,0.00001071856,0.0001578865,0.000004434523,0.0001104589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003751751,"threshold_uncertainty_score":0.01255089,"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."}}