{"id":"W4296940686","doi":"10.1016/j.apmr.2022.09.005","title":"One-Third of Systematic Reviews in Rehabilitation Applied the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) System to Evaluate Certainty of Evidence: A Meta-Research Study","year":2022,"lang":"en","type":"review","venue":"Archives of Physical Medicine and Rehabilitation","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Cochrane; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Ministero della Salute","keywords":"Grading (engineering); Meta-analysis; Rehabilitation; Certainty; Systematic review; Medicine; Physical therapy; Medical physics; MEDLINE; Psychology; Physical medicine and rehabilitation; Engineering; Pathology; Mathematics; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.2089513,0.006098703,0.03212266,0.02045115,0.002215894,0.008935927,0.004658423,0.006530638,0.003885189],"category_scores_gemma":[0.5050979,0.004331243,0.05083406,0.01478197,0.003325627,0.007329385,0.005528119,0.005741567,0.0007851551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007902647,"about_ca_system_score_gemma":0.01578534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194563,"about_ca_topic_score_gemma":0.02456528,"domain_scores_codex":[0.7359758,0.1147054,0.1185054,0.008067801,0.02104204,0.001703473],"domain_scores_gemma":[0.5611404,0.3565564,0.04536092,0.01361699,0.02183876,0.001486647],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001538232,0.00005046562,0.005100073,0.623872,0.3145875,0.0002161109,0.0006948433,0.0003971458,0.0005155132,0.0007878756,0.002189524,0.05005071],"study_design_scores_gemma":[0.001590567,0.0003978141,0.004344633,0.2169079,0.7626597,0.0003048274,0.0003204506,0.0005331429,0.0008045605,0.002259739,0.0096936,0.0001830972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00501937,0.9618988,0.01581183,0.003486578,0.002084191,0.007276305,0.003009636,0.0002441606,0.001169145],"genre_scores_gemma":[0.1308116,0.7678012,0.07040747,0.009923263,0.001284921,0.01589113,0.002780783,0.0004005968,0.0006990105],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7910487,"threshold_uncertainty_score":0.9755039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8921028518524325,"score_gpt":0.6522125856282981,"score_spread":0.2398902662241345,"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."}}