{"id":"W4213435918","doi":"10.1093/pubmed/fdac036","title":"Strengthening systematic reviews in public health: guidance in the <i>Cochrane Handbook for Systematic Reviews of Interventions</i>, 2nd edition","year":2022,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":429,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Bruyère; University of Ottawa","funders":"","keywords":"Systematic review; Psychological intervention; Medicine; Public health; Cochrane collaboration; Alternative medicine; Family medicine; MEDLINE; Political science; Nursing; Pathology; Law","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","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7574771,0.0003860769,0.01284342,0.002149204,0.0003907075,0.0006639772,0.003505896,0.00005995921,0.001144129],"category_scores_gemma":[0.2269082,0.0001743286,0.00403682,0.003763549,0.00005168706,0.0008210513,0.0001504165,0.0006934098,0.00004063781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000801024,"about_ca_system_score_gemma":0.001155588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003729057,"about_ca_topic_score_gemma":0.0002574985,"domain_scores_codex":[0.3573315,0.4608536,0.1592144,0.001761917,0.01867543,0.002163112],"domain_scores_gemma":[0.8537967,0.02698238,0.1112539,0.00463231,0.002660953,0.000673842],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008812291,0.0009130479,0.0008875752,0.7868416,0.0001994249,0.000006352783,0.01362164,0.00009319057,0.000006962707,0.004618212,0.1847836,0.008019573],"study_design_scores_gemma":[0.002998245,0.002599853,0.001351439,0.4716654,0.0003914902,0.0009930317,0.03988132,0.007336617,0.000001093471,0.005826675,0.4662705,0.0006843001],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002607268,0.6601628,0.2485125,0.05589925,0.001794733,0.03065594,0.00007551054,0.000006318843,0.0002856559],"genre_scores_gemma":[0.9016213,0.03200356,0.03043073,0.01690646,0.001261813,0.01368788,0.00008442162,0.0001337233,0.003870084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8990141,"threshold_uncertainty_score":0.999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8388529991289412,"score_gpt":0.5766420197698682,"score_spread":0.262210979359073,"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."}}