{"id":"W3193931390","doi":"10.11124/jbies-20-00570","title":"Methodological quality, guidance, and tools in scoping reviews: a scoping review protocol","year":2021,"lang":"en","type":"article","venue":"JBI Evidence Synthesis","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Excellence in Mining Innovation; St. Michael's Hospital","funders":"","keywords":"CINAHL; Protocol (science); MEDLINE; Social media","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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.4134641,0.0004485905,0.008858236,0.0002590015,0.000157234,0.001547483,0.001646015,0.0001429997,0.01264931],"category_scores_gemma":[0.8011948,0.0002298725,0.001613489,0.002870991,0.0001201628,0.001309475,0.0005691536,0.0002527019,0.001299727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006245096,"about_ca_system_score_gemma":0.0003332706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001415928,"about_ca_topic_score_gemma":0.000127929,"domain_scores_codex":[0.8629798,0.1109401,0.01870876,0.002340467,0.004495349,0.0005355797],"domain_scores_gemma":[0.7561526,0.2156316,0.01445793,0.0108494,0.002355693,0.000552772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002934608,0.0001512457,0.04192551,0.1555465,0.0001226488,0.0001340671,0.0003135595,0.000009710129,0.001495354,0.001699759,0.01787909,0.7806932],"study_design_scores_gemma":[0.0001545528,0.00003639392,0.01397897,0.9569592,0.0003233718,0.00007846871,0.0002297105,0.0001390633,0.0008227281,0.003209514,0.02337827,0.0006897492],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[0.002518032,0.5030617,0.03938494,0.01932676,0.000308208,0.4221176,0.00001105556,0.00004777887,0.01322388],"genre_scores_gemma":[0.002822066,0.07888026,0.30418,0.01087811,0.0003341431,0.5982024,0.000001936307,0.00006014364,0.004640915],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.8014126,"threshold_uncertainty_score":0.999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9025856307723078,"score_gpt":0.6718098640382952,"score_spread":0.2307757667340126,"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."}}