{"id":"W4386497506","doi":"10.1007/978-3-031-33851-9_84","title":"GRADE: A Transparent Approach for Evidence-Based Recommendations and Decisions in Health","year":2023,"lang":"en","type":"book-chapter","venue":"Sustainable development goals series","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Grading (engineering); Certainty; Transparency (behavior); Trustworthiness; Psychological intervention; Actuarial science; Psychology; Systematic review; Computer science; Management science; MEDLINE; Political science; Social psychology; Business; Engineering; Computer security","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":[0.2231804,0.003044795,0.006605708,0.0158506,0.002239966,0.0213101,0.01071313,0.01895444,0.04444395],"category_scores_gemma":[0.5869733,0.004553054,0.006254016,0.01170291,0.004385053,0.01144153,0.0118856,0.01843018,0.0270424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006256731,"about_ca_system_score_gemma":0.04171185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008759909,"about_ca_topic_score_gemma":0.0135821,"domain_scores_codex":[0.6732882,0.2210976,0.05044807,0.005220023,0.04769863,0.002247532],"domain_scores_gemma":[0.3901418,0.4883699,0.02204562,0.02470335,0.06985462,0.004884678],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002435439,0.00006321108,0.0002829607,0.008204459,0.0008586108,0.0001523729,0.0008306408,0.002183497,0.0002172387,0.114633,0.6275663,0.2447641],"study_design_scores_gemma":[0.0003973095,0.0000823976,0.0004211787,0.01713175,0.0009702058,0.0003179968,0.0002760995,0.004384156,0.0007874542,0.2491079,0.7259315,0.0001920611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005305261,0.01937623,0.6875652,0.1689721,0.01257077,0.007210336,0.01887253,0.009968419,0.0749339],"genre_scores_gemma":[0.007990547,0.009142143,0.9387087,0.01472719,0.003829239,0.007526037,0.004351897,0.002471577,0.01125269],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7768196,"threshold_uncertainty_score":0.9579569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5137635542183024,"score_gpt":0.4279955008087988,"score_spread":0.08576805340950366,"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."}}