{"id":"W4245801594","doi":"10.1111/j.1445-2197.2008.04557.x","title":"UPDATE: SYSTEMATIC REVIEWS AND META‐ANALYSES","year":2008,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Systematic review; MEDLINE; Medical literature; Meta-analysis; Randomized controlled trial; Family medicine; Surgery; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.2160773,0.0003036802,0.01324596,0.0008695509,0.0001572947,0.0003662389,0.0008528342,0.00006066043,0.005484215],"category_scores_gemma":[0.0763062,0.0001090493,0.006604838,0.001286384,0.00008601727,0.0006191528,0.00006236814,0.0001801897,0.001150044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001344933,"about_ca_system_score_gemma":0.00009056232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003224236,"about_ca_topic_score_gemma":0.000001514052,"domain_scores_codex":[0.9587148,0.01689862,0.01942252,0.0003769844,0.004374294,0.0002128093],"domain_scores_gemma":[0.9597371,0.01710242,0.01930876,0.001849066,0.00171229,0.000290334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001438339,0.0001159838,0.025473,0.005902395,0.0152155,0.0005220263,0.0004894903,0.00002865417,0.0001624942,0.0002542384,0.9498522,0.001969581],"study_design_scores_gemma":[0.0006482144,0.0001597675,0.02615926,0.00480574,0.1516653,0.02504157,0.001967447,0.0008714062,0.0004894237,0.01037267,0.7760289,0.001790324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3148292,0.6605686,0.01616898,0.00326145,0.001258157,0.001496831,0.000009558496,0.000006749787,0.002400444],"genre_scores_gemma":[0.9638219,0.02399572,0.004374437,0.001462903,0.0002527817,0.00002482342,0.000001113081,0.00002051512,0.006045762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6489927,"threshold_uncertainty_score":0.9996276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9479057310172119,"score_gpt":0.5780260454329216,"score_spread":0.3698796855842903,"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."}}