{"id":"W4392797608","doi":"10.1136/bmjebm-2023-112722","title":"Rapid reviews methods series: assessing the appropriateness of conducting a rapid review","year":2024,"lang":"en","type":"review","venue":"BMJ evidence-based medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; Public Health Agency of Canada; University of Ottawa","funders":"","keywords":"Scope (computer science); Context (archaeology); Risk analysis (engineering); Resource (disambiguation); Process (computing); Management science; Computer science; Systematic review; Operations research; Medicine; MEDLINE; Political science; Engineering","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":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"methods","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","open_science","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"category_scores_codex":[0.6782458,0.002037087,0.04469907,0.001365592,0.0003397198,0.0008481729,0.007519968,0.0005075359,0.02235428],"category_scores_gemma":[0.4678687,0.0006429119,0.01209075,0.01182714,0.0009380718,0.0008872623,0.0005743366,0.001664782,0.002120961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002014159,"about_ca_system_score_gemma":0.002185916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001732368,"about_ca_topic_score_gemma":0.000002555329,"domain_scores_codex":[0.7213483,0.1963942,0.06369156,0.004234786,0.01332849,0.001002725],"domain_scores_gemma":[0.7686756,0.1203081,0.07870916,0.02561792,0.005898513,0.0007906923],"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":[0.000001692046,0.00001289751,6.55416e-7,0.18709,0.0003458699,0.00002052526,0.00007450215,3.700755e-7,0.000002621218,0.0001238792,0.1797728,0.6325542],"study_design_scores_gemma":[0.00006310485,0.00007756165,2.321228e-7,0.4149204,0.0134387,0.000182316,0.0001832487,0.00004236983,0.00000160592,0.0002219222,0.5705234,0.00034517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.843276e-8,0.9468769,0.02711616,0.009356133,0.002685509,0.01271871,0.00002210129,0.00002715064,0.001197175],"genre_scores_gemma":[2.078918e-7,0.9540018,0.03690208,0.002085582,0.001515299,0.002108539,0.00005331128,0.0001102809,0.003222927],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.632209,"threshold_uncertainty_score":0.9996022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9588174281060408,"score_gpt":0.7032138568070663,"score_spread":0.2556035712989745,"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."}}