{"id":"W1974011311","doi":"10.1371/journal.pone.0034697","title":"From the Trenches: A Cross-Sectional Study Applying the GRADE Tool in Systematic Reviews of Healthcare Interventions","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Cochrane","funders":"","keywords":"Reliability (semiconductor); Inter-rater reliability; Consistency (knowledge bases); Kappa; Systematic review; Psychological intervention; Medicine; Quality (philosophy); Meta-analysis; MEDLINE; Statistics; Psychology; Medical physics; Computer science; Mathematics; Nursing; Artificial intelligence; 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":[],"category_scores_codex":[0.1758389,0.001017709,0.00446186,0.009643251,0.002424128,0.005548299,0.002524178,0.003778767,0.004908491],"category_scores_gemma":[0.4690039,0.002262096,0.005542845,0.01219829,0.002153548,0.01007802,0.006411921,0.003008116,0.0009201707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004321285,"about_ca_system_score_gemma":0.01050956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00647172,"about_ca_topic_score_gemma":0.01374429,"domain_scores_codex":[0.6430272,0.217031,0.06557258,0.02175776,0.04925087,0.003360549],"domain_scores_gemma":[0.5002232,0.3105481,0.1142553,0.02154782,0.05073075,0.002694942],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004552335,0.0007024625,0.5896714,0.1176099,0.03058324,0.001966095,0.04062578,0.000921876,0.0009304648,0.00539315,0.02176703,0.1852763],"study_design_scores_gemma":[0.004747213,0.01027056,0.6446726,0.1598612,0.03919793,0.007366422,0.03323638,0.003532416,0.002189001,0.01894557,0.07520553,0.0007752439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6573298,0.2591541,0.0298158,0.01538242,0.001235677,0.01768805,0.008074328,0.0002157176,0.01110418],"genre_scores_gemma":[0.9308371,0.02086442,0.01872547,0.01209763,0.0003794114,0.01324628,0.002262143,0.0001347372,0.001452813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8241612,"threshold_uncertainty_score":0.9299359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9101697077169394,"score_gpt":0.5664623248066636,"score_spread":0.3437073829102758,"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."}}