{"id":"W4410061662","doi":"10.1186/s12938-025-01385-6","title":"From gaps to guidelines: a process for providing guidance to bridge evidence gaps","year":2025,"lang":"en","type":"article","venue":"BioMedical Engineering OnLine","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parkwood Institute; Western University; University of Toronto; Toronto Rehabilitation Institute","funders":"Toronto Rehabilitation Institute; Ontario Ministry of Health and Long-Term Care","keywords":"Process (computing); Bridge (graph theory); Engineering; Computer science; Process management; Forensic engineering; Risk analysis (engineering); Business; Medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.3995183,0.00587795,0.008039943,0.03729089,0.01152762,0.03989559,0.0243978,0.03879631,0.03784934],"category_scores_gemma":[0.6747634,0.006666089,0.01392363,0.02784548,0.01220657,0.03612558,0.04462601,0.04791768,0.02912577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0307223,"about_ca_system_score_gemma":0.2107074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02281526,"about_ca_topic_score_gemma":0.03218841,"domain_scores_codex":[0.4911302,0.2996867,0.130132,0.0115661,0.05988834,0.007596663],"domain_scores_gemma":[0.2471745,0.3699933,0.04822811,0.04229116,0.26708,0.02523286],"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":[0.0001209409,0.0002531947,0.0006418811,0.0176849,0.0004197288,0.001117853,0.02046178,0.001509568,0.0005644687,0.04270494,0.6748849,0.2396359],"study_design_scores_gemma":[0.0004468038,0.0001291847,0.0004114073,0.07888116,0.000320773,0.0004609257,0.007900316,0.002193828,0.0005646629,0.1018467,0.80649,0.000354276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001494516,0.01899945,0.204403,0.6519583,0.03193918,0.05863078,0.004097733,0.004576052,0.023901],"genre_scores_gemma":[0.006569279,0.0108671,0.8917935,0.04750824,0.003683765,0.02965282,0.002924632,0.001339588,0.005661075],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6004816,"threshold_uncertainty_score":0.7405008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.264716362099527,"score_gpt":0.5324253747122567,"score_spread":0.2677090126127297,"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."}}