{"id":"W4409335279","doi":"10.2471/blt.24.291587","title":"An international guideline training and certification programme","year":2025,"lang":"en","type":"article","venue":"Bulletin of the World Health Organization","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Certification; Guideline; Medicine; Training (meteorology); Medical education; Pathology; Geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.05291229,0.0008021547,0.0005938921,0.004576705,0.002889782,0.004058798,0.002425151,0.007072798,0.01708952],"category_scores_gemma":[0.05780509,0.0006823806,0.001033965,0.002137722,0.002000428,0.00291106,0.007730811,0.008709433,0.004442112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00436128,"about_ca_system_score_gemma":0.06114136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007112136,"about_ca_topic_score_gemma":0.01657566,"domain_scores_codex":[0.9803221,0.007959129,0.001787556,0.0009106226,0.006522068,0.002498647],"domain_scores_gemma":[0.8900227,0.0167088,0.005128161,0.007021434,0.03990192,0.04121701],"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":[0.00009560761,0.003453873,0.005729634,0.0005875591,0.00003242089,0.000554042,0.001303304,0.0004374394,0.001434975,0.008601109,0.6068203,0.3709497],"study_design_scores_gemma":[0.0003028699,0.0006637992,0.05880344,0.002336212,0.00004589257,0.0008040111,0.001758018,0.0009323205,0.0009713349,0.003969912,0.9293464,0.00006573481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03168689,0.008934823,0.02045356,0.6579085,0.05262687,0.00714657,0.0008705963,0.0009343271,0.219438],"genre_scores_gemma":[0.2260585,0.0218907,0.1349325,0.1682733,0.02618572,0.01224105,0.005519822,0.0007990695,0.4040993],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05291229,"threshold_uncertainty_score":0.2798303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1421525088280372,"score_gpt":0.4699815159956426,"score_spread":0.3278290071676053,"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."}}