{"id":"W1494062873","doi":"","title":"Updating Systematic Reviews","year":2007,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4801361,0.004901787,0.01005759,0.06862605,0.003659288,0.0218434,0.01271874,0.009982331,0.04039666],"category_scores_gemma":[0.8337151,0.006253693,0.008133901,0.05277434,0.007948805,0.02767077,0.01235088,0.01094457,0.0193059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01328662,"about_ca_system_score_gemma":0.07894286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005130683,"about_ca_topic_score_gemma":0.008798845,"domain_scores_codex":[0.2874138,0.4074932,0.1862685,0.03336745,0.08164453,0.003812543],"domain_scores_gemma":[0.08659074,0.4431971,0.1103792,0.1044484,0.248716,0.006668669],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006675688,0.0001037325,0.005243867,0.2517305,0.003239135,0.0003090005,0.005258512,0.001049608,0.0007251517,0.01710582,0.2536816,0.4608855],"study_design_scores_gemma":[0.0009407835,0.0003055575,0.004790098,0.2736952,0.003778479,0.0006081581,0.001659984,0.001523788,0.0008894182,0.02568998,0.6857817,0.000336989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.008320806,0.3558094,0.1518776,0.2035089,0.08819728,0.0660777,0.04823072,0.01069612,0.06728148],"genre_scores_gemma":[0.08101743,0.2684171,0.4181594,0.06017276,0.03436447,0.09460507,0.02753928,0.003115469,0.01260904],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5198638,"threshold_uncertainty_score":0.6410847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5032988130510642,"score_gpt":0.4321185831744248,"score_spread":0.07118022987663936,"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."}}