{"id":"W4404416872","doi":"10.1002/cesm.70005","title":"Methodological and reporting quality of systematic and rapid reviews on human mpox and their utility during a public health emergency","year":2024,"lang":"en","type":"article","venue":"Cochrane Evidence Synthesis and Methods","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Public Health Agency of Canada","funders":"","keywords":"Quality (philosophy); Systematic review; Public health; Business; Medicine; Risk analysis (engineering); MEDLINE; Political science; Nursing; Epistemology","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05701992,0.0002659524,0.00179003,0.0001715411,0.0003743102,0.00005884276,0.0001363545,0.0002035609,0.0001604183],"category_scores_gemma":[0.06007805,0.0001639087,0.0001421466,0.0001813914,0.0004783618,0.0001866784,0.0002163998,0.0004063544,0.000002104389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002163262,"about_ca_system_score_gemma":0.00006531408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001612097,"about_ca_topic_score_gemma":0.0000166705,"domain_scores_codex":[0.9822748,0.01454262,0.001941013,0.0007048258,0.00008245815,0.0004542461],"domain_scores_gemma":[0.9876837,0.01065501,0.0009285467,0.000489109,0.00008346571,0.0001602202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009969203,0.00005223424,0.002284939,0.08486014,0.0002075804,0.000005785806,0.00197364,1.233303e-8,0.5668847,0.001091011,0.00006870561,0.3424716],"study_design_scores_gemma":[0.001184472,0.001911803,0.4722562,0.1284828,0.0005433777,0.001632301,0.006181038,0.0001567082,0.3737954,0.006971092,0.005092403,0.001792447],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4601369,0.5357394,0.002554984,0.0007474926,0.0001107678,0.0005675173,0.00001091507,0.00003863074,0.00009335059],"genre_scores_gemma":[0.8468393,0.1486315,0.004213888,0.00004197724,0.00002272487,0.0001023382,0.000001551794,0.00001202159,0.0001346738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4699712,"threshold_uncertainty_score":0.9709964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6115932566204704,"score_gpt":0.5631074174517916,"score_spread":0.04848583916867877,"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."}}