{"id":"W3212588332","doi":"10.1002/9781119413936.ch4","title":"Healthcare Recommendations: Grades of Recommendation, Assessment, Development, and Evaluation (GRADE) Approach","year":2021,"lang":"en","type":"other","venue":"Evidence-Based Orthopedics","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Guideline; Observational study; Medicine; Confounding; Systematic review; Quality (philosophy); Process (computing); Medical physics; Computer science; Physical therapy; MEDLINE; Pathology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2013894,0.00411105,0.01595667,0.03116793,0.003311665,0.02050538,0.01219356,0.0135338,0.02552525],"category_scores_gemma":[0.5652821,0.003949541,0.02048047,0.02367575,0.005520564,0.008984809,0.01048036,0.02091433,0.01371753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01929996,"about_ca_system_score_gemma":0.0490991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01496106,"about_ca_topic_score_gemma":0.01129731,"domain_scores_codex":[0.6217706,0.1887141,0.1152999,0.008891234,0.06121076,0.004113524],"domain_scores_gemma":[0.4563848,0.2578855,0.0696971,0.01693169,0.1916936,0.007407326],"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":[0.001478361,0.0001952576,0.00397426,0.2650805,0.0125911,0.0001664774,0.001017384,0.002202402,0.0004312036,0.02345896,0.3914068,0.2979974],"study_design_scores_gemma":[0.004585629,0.0006925929,0.00573151,0.3485374,0.01576646,0.0008089343,0.001196999,0.00519663,0.001086371,0.05453417,0.5612195,0.0006437281],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.003059591,0.3387389,0.1582069,0.1449592,0.03723029,0.1602587,0.07464439,0.006004275,0.07689779],"genre_scores_gemma":[0.03682525,0.1121168,0.6272948,0.0271963,0.005347363,0.1579955,0.02520343,0.001364138,0.006656384],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7986106,"threshold_uncertainty_score":0.9848291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7765694733931765,"score_gpt":0.5986393107015876,"score_spread":0.1779301626915889,"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."}}