{"id":"W2163187222","doi":"10.5858/2002-126-0809-cwmoyd","title":"Continuous Wristband Monitoring Over 2 Years Decreases Identification Errors","year":2002,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Context (archaeology); Physical therapy; Phlebotomy; Surgery","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":[0.00236918,0.000450033,0.0005072095,0.0005900107,0.0003418149,0.0005217633,0.0005753313,0.000808364,0.002722194],"category_scores_gemma":[0.02009662,0.0001776572,0.0003297048,0.0003650229,0.0001503924,0.0005512612,0.0005375174,0.0004259865,0.0005888332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540857,"about_ca_system_score_gemma":0.000592862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00157195,"about_ca_topic_score_gemma":0.001762469,"domain_scores_codex":[0.9986436,0.0005737568,0.0001178626,0.0001859335,0.0003015072,0.0001773296],"domain_scores_gemma":[0.9917985,0.002375635,0.003814739,0.000455938,0.0008934349,0.0006617171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00602225,0.008149561,0.584263,0.0003809062,0.000160863,0.0001426709,0.001200965,0.0009589224,0.006924459,0.00004826151,0.004541394,0.3872067],"study_design_scores_gemma":[0.000172276,0.007824676,0.985913,0.0001157916,0.0001069822,0.0002361917,0.0004085776,0.001193405,0.002052159,0.00003661683,0.001930168,0.00001012184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958295,0.0007791437,0.001239779,0.0003480898,0.00005365384,0.00007551208,0.00011388,0.0001367664,0.001423537],"genre_scores_gemma":[0.9954559,0.0002998449,0.002622746,0.0001623328,0.00007640893,0.00008324771,0.0002291318,0.00001678649,0.001053626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002722194,"threshold_uncertainty_score":0.01252955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282687888584928,"score_gpt":0.3506079112163627,"score_spread":0.3077810323305134,"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."}}