{"id":"W1749868293","doi":"10.1097/qai.0000000000000872","title":"Implementation and Operational Research","year":2015,"lang":"en","type":"article","venue":"JAIDS Journal of Acquired Immune Deficiency Syndromes","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Health Laboratory Service; Grand Challenges Canada","keywords":"Point-of-care testing; Medicine; Creatinine; External quality assessment; Turnaround time; Venipuncture; Alanine aminotransferase; Human immunodeficiency virus (HIV); Internal medicine; Emergency medicine; Surgery; Family medicine; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.06075215,0.001113078,0.0007546372,0.003237474,0.002349613,0.0106461,0.003890421,0.001911333,0.04197054],"category_scores_gemma":[0.1102099,0.0005891785,0.001063914,0.005080651,0.004832576,0.009236577,0.00593885,0.002649936,0.009387623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01355167,"about_ca_system_score_gemma":0.03306578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009161026,"about_ca_topic_score_gemma":0.003428494,"domain_scores_codex":[0.9331051,0.04320103,0.003859033,0.00561463,0.00961367,0.004606526],"domain_scores_gemma":[0.9023134,0.04244665,0.006344765,0.01422429,0.02947959,0.00519133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004383745,0.001147735,0.02987805,0.002734253,0.000183881,0.0002719671,0.004938073,0.008600449,0.001306427,0.4366285,0.04633737,0.4675348],"study_design_scores_gemma":[0.0003837215,0.002409495,0.03143664,0.006194198,0.0002139004,0.0005697311,0.03224864,0.02533648,0.004296725,0.2738369,0.622906,0.0001675193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08551346,0.005103329,0.195052,0.04788351,0.001921467,0.009265247,0.003139415,0.001496678,0.6506249],"genre_scores_gemma":[0.8254029,0.004014517,0.1074316,0.007042607,0.0009015529,0.006803406,0.003377366,0.0005195391,0.04450653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06075215,"threshold_uncertainty_score":0.3212919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043778914575766,"score_gpt":0.4353109230300084,"score_spread":0.3309330315724318,"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."}}