{"id":"W3144391370","doi":"10.1186/s13643-021-01632-6","title":"Successful incorporation of single reviewer assessments during systematic review screening: development and validation of sensitivity and work-saved of an algorithm that considers exclusion criteria and count","year":2021,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agricultural Research Institute of Ontario; University of Ottawa; BC Children's Hospital; Children's Hospital of Eastern Ontario; University of British Columbia","funders":"","keywords":"Medicine; Sensitivity (control systems); Citation; Algorithm; Statistics; Mathematics; Computer science; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7714553,0.006463609,0.01287257,0.02927142,0.006380695,0.01329318,0.01028074,0.008689275,0.003293324],"category_scores_gemma":[0.9119175,0.00727822,0.01815915,0.01942239,0.008428928,0.01398448,0.01209655,0.005332264,0.001799468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008051063,"about_ca_system_score_gemma":0.02858933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0038238,"about_ca_topic_score_gemma":0.008744447,"domain_scores_codex":[0.1370509,0.502881,0.2669334,0.02959164,0.06106437,0.002478753],"domain_scores_gemma":[0.04491955,0.7504466,0.06984726,0.04640807,0.0867117,0.001666728],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01658371,0.001583309,0.2056198,0.1168574,0.04999289,0.00122984,0.03553166,0.01865169,0.0107025,0.01516501,0.02672983,0.5013524],"study_design_scores_gemma":[0.02220994,0.01123584,0.163133,0.07133813,0.083955,0.004288827,0.007147142,0.4023156,0.06548481,0.07637326,0.0859447,0.006573669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1032146,0.011357,0.7180762,0.00448043,0.002601638,0.1424198,0.003514925,0.007365426,0.006970011],"genre_scores_gemma":[0.1602651,0.0006460087,0.7714681,0.0007722895,0.0001727315,0.06498668,0.0008956023,0.0004343455,0.0003590714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2285447,"threshold_uncertainty_score":0.2818364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4881405052474592,"score_gpt":0.4659580772291487,"score_spread":0.0221824280183105,"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."}}