{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01477317,0.0006372643,0.001141953,0.0008579547,0.000919375,0.00005362535,0.0003878248,0.001182828,0.007512688],"category_scores_gemma":[0.005296314,0.0006470442,0.0001279913,0.001081365,0.0002123894,0.0004813861,0.0002674535,0.002281737,0.00004003309],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009636944,"about_ca_system_score_gemma":0.01496604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002903756,"about_ca_topic_score_gemma":0.004509644,"domain_scores_codex":[0.9806624,0.01333751,0.002476666,0.001249244,0.001472415,0.0008017752],"domain_scores_gemma":[0.9885982,0.004505019,0.003804904,0.001024254,0.001594591,0.0004730033],"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":[0.00006633985,0.0005810114,0.2456165,0.02330982,0.0003410671,0.000005914023,0.002874103,0.0000047799,0.000009266111,0.002516372,0.4347761,0.2898988],"study_design_scores_gemma":[0.001263245,0.0001263566,0.01180509,0.01555586,0.0002506327,0.000003249219,0.004296205,0.0006336906,0.00001093308,0.0001360139,0.9652306,0.0006881251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.00677717,0.1411064,0.0603199,0.3766118,0.01531855,0.03548599,0.001794863,0.002144549,0.3604407],"genre_scores_gemma":[0.02413092,0.08844785,0.5765892,0.04618101,0.005874209,0.01024488,0.03600921,0.002946469,0.2095762],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5304546,"threshold_uncertainty_score":0.9995981,"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."}}