{"id":"W3138120159","doi":"10.1093/jalm/jfaa164","title":"Reducing Phlebotomy Tube Collection Types by Performing a Complete Review of All In-House Testing","year":2021,"lang":"en","type":"review","venue":"The Journal of Applied Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HalTech","funders":"","keywords":"Phlebotomy; Medicine; Family medicine; General surgery; Medical physics; 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":[0.02098937,0.0009828124,0.002206283,0.00607268,0.0006172642,0.002946895,0.002151412,0.001434867,0.01178894],"category_scores_gemma":[0.06741107,0.0005047068,0.001869979,0.003338769,0.0007831338,0.003286477,0.001504411,0.001955589,0.006322325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001654707,"about_ca_system_score_gemma":0.01151299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004128939,"about_ca_topic_score_gemma":0.008014734,"domain_scores_codex":[0.9821301,0.007530381,0.002903945,0.0008757586,0.006166061,0.0003937142],"domain_scores_gemma":[0.9305142,0.02713318,0.01055553,0.003621306,0.02597824,0.002197588],"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":[0.0001364464,0.000126212,0.001876144,0.02934039,0.0003344701,0.0001780533,0.0003471234,0.0001471779,0.001286964,0.000933026,0.0797831,0.8855109],"study_design_scores_gemma":[0.0001406755,0.0003649369,0.01132276,0.05727617,0.00091724,0.001711976,0.0006857125,0.0001772233,0.00239874,0.001526537,0.923391,0.0000871693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002335164,0.9470331,0.01130486,0.01645956,0.003384157,0.001304052,0.0009164757,0.0005455305,0.01671715],"genre_scores_gemma":[0.02390279,0.9244922,0.0336962,0.006544748,0.003239977,0.0009497164,0.001308873,0.0001788086,0.005686618],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02098937,"threshold_uncertainty_score":0.1110038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596576237832504,"score_gpt":0.423508826810664,"score_spread":0.2638512030274136,"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."}}