{"id":"W4323981378","doi":"10.1186/s13643-023-02199-0","title":"Evaluation of the use of GRADE in dentistry systematic reviews and its impact on conclusions: a protocol for a methodological study","year":2023,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; Impact","funders":"","keywords":"Medicine; Grading (engineering); Protocol (science); Data extraction; MEDLINE; Systematic review; Quality assessment; Medical physics; Dentistry; Alternative medicine; Pathology; External quality assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"design_other","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.679616,0.0005983372,0.01730764,0.0006189261,0.0001350236,0.0002765712,0.001816029,0.0001350017,0.0003468707],"category_scores_gemma":[0.6519032,0.0001798821,0.003655881,0.003792954,0.00005662554,0.0002355262,0.0003173153,0.0001722234,0.000362613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304244,"about_ca_system_score_gemma":0.0001356402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060618,"about_ca_topic_score_gemma":0.00003410227,"domain_scores_codex":[0.4693194,0.4623829,0.0526364,0.001716982,0.01341388,0.000530449],"domain_scores_gemma":[0.8910326,0.06556174,0.03418823,0.006410161,0.002653917,0.0001533222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002372272,0.0005294494,0.003774013,0.9807593,0.000589631,0.000002485005,0.00261174,0.0003728993,0.0001890984,0.0005951037,0.009399274,0.001153318],"study_design_scores_gemma":[0.005762317,0.001803318,0.02084271,0.6779096,0.01439431,0.0001447694,0.006290561,0.2561735,0.00008476365,0.008234806,0.007130983,0.001228427],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04628494,0.003559939,0.001112024,0.00006774101,0.0001888636,0.9487098,0.00002340028,0.000006278042,0.00004698961],"genre_scores_gemma":[0.1104157,0.00009907792,0.001390596,0.0000493422,0.00002630968,0.8872555,0.000002224285,0.00002343538,0.0007377907],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4217132,"threshold_uncertainty_score":0.9972814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9764385221984356,"score_gpt":0.7166165226667045,"score_spread":0.2598219995317311,"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."}}