{"id":"W2151023707","doi":"10.1503/cmaj.121830","title":"How can Canadian guideline recommendations be tested?","year":2013,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Dissemination; Guideline; Process (computing); Computer science; MEDLINE; Data science; Medicine; Pathology; Political science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3414831,0.003503306,0.005434616,0.02012797,0.009885295,0.02559171,0.01999907,0.02046463,0.03306822],"category_scores_gemma":[0.7506441,0.003140772,0.00646817,0.0216041,0.009762648,0.02106355,0.008266984,0.01546906,0.007719845],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07814814,"about_ca_system_score_gemma":0.3754123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8146735,"about_ca_topic_score_gemma":0.8414168,"domain_scores_codex":[0.6493759,0.1590361,0.04190249,0.009748434,0.1296389,0.01029819],"domain_scores_gemma":[0.2783921,0.2167336,0.01857355,0.02296291,0.445552,0.01778588],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002090491,0.000191441,0.006582368,0.006451011,0.00106248,0.0003755492,0.001968075,0.0008012533,0.0001510449,0.04202176,0.7887646,0.1514214],"study_design_scores_gemma":[0.001630037,0.0002190951,0.01386592,0.0705755,0.00240096,0.0002405408,0.005834099,0.003809638,0.0007847415,0.05710662,0.8428075,0.0007252473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001897785,0.02610622,0.006171294,0.8823296,0.0222202,0.002064219,0.003845781,0.0004429074,0.05492203],"genre_scores_gemma":[0.1227617,0.07209551,0.2738216,0.4756582,0.009174489,0.01024304,0.01239607,0.0009649722,0.02288436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9218519,"threshold_uncertainty_score":0.8120686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09515108963593556,"score_gpt":0.4016781593895094,"score_spread":0.3065270697535739,"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."}}