{"id":"W2130035612","doi":"10.1186/2046-4053-2-78","title":"Methodological developments in searching for studies for systematic reviews: past, present and future?","year":2013,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. National Library of Medicine; Queen's University; Queen's University Belfast","keywords":"Medicine; MEDLINE; Systematic review; Randomized controlled trial; Cochrane Library; Psychological intervention; Cochrane collaboration; Family medicine; Nursing; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6893961,0.004957418,0.01737173,0.05473755,0.005470546,0.03896314,0.01695122,0.02608975,0.009741908],"category_scores_gemma":[0.7648244,0.00903215,0.0109863,0.07794382,0.04405551,0.07297882,0.01644675,0.03668372,0.00567286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02950615,"about_ca_system_score_gemma":0.06979538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01129572,"about_ca_topic_score_gemma":0.0196236,"domain_scores_codex":[0.267906,0.5478291,0.1207531,0.01633511,0.04384235,0.003334294],"domain_scores_gemma":[0.1170001,0.702327,0.06100613,0.0346994,0.0781792,0.006788288],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005067067,0.0001432492,0.001823074,0.3231867,0.004355095,0.0003371318,0.008305604,0.0006401214,0.0003132286,0.115422,0.1007101,0.444257],"study_design_scores_gemma":[0.0005584223,0.0003348132,0.001382119,0.5919817,0.00277908,0.001173005,0.004973149,0.001750423,0.0002295532,0.1211787,0.2731635,0.0004956965],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001363664,0.8376908,0.008599137,0.1402546,0.01197954,0.0002288799,0.0001010932,0.00009900311,0.0009106059],"genre_scores_gemma":[0.00655014,0.8610342,0.06511268,0.04417473,0.01964418,0.002458967,0.0003390409,0.000181429,0.0005046753],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3106039,"threshold_uncertainty_score":0.3830299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9298019851402992,"score_gpt":0.6315739879257968,"score_spread":0.2982279972145024,"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."}}