{"id":"W4396584797","doi":"10.1186/s13643-024-02531-2","title":"Comparative analysis of Cochrane and non-Cochrane reviews over three decades","year":2024,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Copenhagen Graduate School for Nanoscience and Nanotechnology; Københavns Universitet","keywords":"Systematic review; Medicine; Cochrane Library; Meta-analysis; MEDLINE; Observational study; Cochrane collaboration; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.1623143,0.001975724,0.01167157,0.07461797,0.001320141,0.01065491,0.002749247,0.003485456,0.00765093],"category_scores_gemma":[0.571019,0.001953188,0.0158123,0.0932416,0.002692249,0.008513186,0.005124655,0.002377511,0.001122655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01169461,"about_ca_system_score_gemma":0.0236547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005331414,"about_ca_topic_score_gemma":0.009241129,"domain_scores_codex":[0.6099584,0.1795437,0.118895,0.01962037,0.06907324,0.002909414],"domain_scores_gemma":[0.3440993,0.4627936,0.1142669,0.01737818,0.05829035,0.003171813],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.00383315,0.0001516448,0.05287309,0.5621405,0.1569311,0.0006699119,0.003986387,0.001645219,0.0005444071,0.01202857,0.01135743,0.1938386],"study_design_scores_gemma":[0.002719434,0.001959739,0.171393,0.4264373,0.2263267,0.004822609,0.006552678,0.002170042,0.001517315,0.01405529,0.1415056,0.000540315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01470582,0.9616781,0.005138052,0.001493036,0.001261037,0.002745075,0.007449767,0.0001442224,0.00538473],"genre_scores_gemma":[0.3225759,0.6094075,0.03160932,0.002736467,0.001986519,0.02182845,0.008337206,0.0002658626,0.001252664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.925382,"threshold_uncertainty_score":0.8584104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5674310165097232,"score_gpt":0.5500467949884202,"score_spread":0.01738422152130292,"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."}}