{"id":"W2140590390","doi":"10.1373/clinchem.2003.021220","title":"Population-based Study of Repeat Laboratory Testing","year":2003,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Ottawa Hospital","funders":"","keywords":"Medicine; Population; Confidence interval; Creatinine; Incidence (geometry); Internal medicine; Mathematics; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002021247,0.0001312606,0.0005859899,0.00001250905,0.00004897467,0.00001078393,0.00008305881,0.0001993252,0.0002860602],"category_scores_gemma":[0.05232034,0.0001159519,0.0001279742,0.0003084603,0.00005065436,0.00004360722,0.00001672259,0.0004751186,0.00001118025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002598154,"about_ca_system_score_gemma":0.0004051565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001490478,"about_ca_topic_score_gemma":0.000004321864,"domain_scores_codex":[0.997608,0.0002833592,0.001289144,0.0003771057,0.0002828706,0.0001595384],"domain_scores_gemma":[0.9927099,0.005404472,0.000505326,0.0006770588,0.0004610221,0.0002421713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001756827,0.002580588,0.9951589,0.0001549128,0.00005832478,0.00002570608,0.000008317934,0.000009056977,0.001295223,0.00001673774,0.0001064281,0.0004101394],"study_design_scores_gemma":[0.01746708,0.00205172,0.9591982,0.0003268553,0.0009012683,0.000005715019,0.0008582096,0.0004735041,0.007057429,0.0001057412,0.01105829,0.0004959845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966792,0.00007797316,0.000008094267,0.0002428095,0.0001095519,0.0002421868,0.00001052409,0.00005588244,0.002573765],"genre_scores_gemma":[0.9979002,0.000001938539,0.0008462711,0.0007962195,0.0002010275,0.00000965777,0.00001176972,0.00001833437,0.0002145864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05029909,"threshold_uncertainty_score":0.9556624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126848139783841,"score_gpt":0.4373227935073484,"score_spread":0.3104746537235074,"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."}}