{"id":"W4399583434","doi":"10.51731/cjht.2024.916","title":"Advisory Panel Guidance on Minimum Retesting Intervals for Lab Tests","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lupus Canada; Strong; Diabetes Canada; Juvenile Diabetes Research Foundation Canada","keywords":"Test (biology); Medicine; Natriuretic peptide; Family medicine; Medical education; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"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":[0.06741346,0.00147966,0.002029687,0.003314651,0.005154183,0.00665465,0.01083876,0.03590241,0.02651582],"category_scores_gemma":[0.164695,0.001732713,0.004548097,0.003403262,0.004022986,0.004863181,0.002779684,0.02317333,0.01862565],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01379762,"about_ca_system_score_gemma":0.1014465,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1501818,"about_ca_topic_score_gemma":0.1991979,"domain_scores_codex":[0.9317127,0.02455418,0.007592956,0.002771133,0.02698646,0.006382474],"domain_scores_gemma":[0.612841,0.06514531,0.01034247,0.008017574,0.2771958,0.02645793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005135066,0.0000619064,0.0004905024,0.0002683148,0.00001478235,0.0001391493,0.0002042696,0.0001638709,0.000347784,0.001901743,0.9750659,0.02129049],"study_design_scores_gemma":[0.0001077605,0.00005723454,0.001722644,0.001796086,0.00003582735,0.0001481876,0.0003551371,0.0003300553,0.0003414311,0.00192724,0.9931102,0.00006815723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002141698,0.01360985,0.01190421,0.7989812,0.03977861,0.00591898,0.004262082,0.001727063,0.1216763],"genre_scores_gemma":[0.02445636,0.0196599,0.07234924,0.7313564,0.01872507,0.007270738,0.007637606,0.0007575069,0.1177871],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9862024,"threshold_uncertainty_score":0.3565207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6766051998361999,"score_gpt":0.5436428878656937,"score_spread":0.1329623119705062,"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."}}