{"id":"W1911361640","doi":"10.1186/s12916-015-0465-6","title":"A scoping review of rapid review methods","year":2015,"lang":"en","type":"review","venue":"BMC Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":1156,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; Ottawa Hospital; Institute for Work & Health; Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"National Institute on Deafness and Other Communication Disorders; Canadian Institutes of Health Research","keywords":"Medicine; Systematic review; MEDLINE; Cochrane Library; Limiting; Critical appraisal; Inclusion (mineral); Meta-analysis; Alternative medicine; Pathology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"review","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_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.6303609,0.001164151,0.06775226,0.000872432,0.000058436,0.00006876129,0.005351651,0.0002758927,0.07105143],"category_scores_gemma":[0.4806184,0.0004246451,0.009218249,0.00627831,0.0002418365,0.0001298591,0.0004401723,0.0005107726,0.003966045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008462433,"about_ca_system_score_gemma":0.001886931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005088906,"about_ca_topic_score_gemma":0.000003495666,"domain_scores_codex":[0.8068985,0.1162226,0.06024903,0.002500391,0.01361699,0.0005124071],"domain_scores_gemma":[0.8743936,0.03886222,0.06083709,0.01901526,0.006063116,0.0008286684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[1.346253e-7,0.000005272123,3.234409e-7,0.3921879,0.00009367191,0.000001261545,0.000005296445,5.446794e-9,6.657541e-9,0.00004200285,0.2056027,0.4020614],"study_design_scores_gemma":[0.0000496037,0.00003831899,7.973255e-8,0.4934944,0.007240659,0.00005126671,0.000006443079,0.000002441045,1.303323e-8,0.00008641243,0.4988658,0.0001646226],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.149766e-10,0.9536119,0.01353018,0.0004288733,0.0008118061,0.008963228,0.00001743356,0.000008683877,0.02262796],"genre_scores_gemma":[6.19179e-10,0.9546656,0.0364356,0.002052453,0.0004698039,0.0004799976,0.00008660088,0.00004850612,0.005761449],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4018968,"threshold_uncertainty_score":0.9998205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9668936527155029,"score_gpt":0.7401489613431355,"score_spread":0.2267446913723674,"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."}}