{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.2506938,0.000891833,0.03356925,0.001843517,0.0001373409,0.001257836,0.002024538,0.0001665541,0.008281189],"category_scores_gemma":[0.03929313,0.0003505188,0.007670918,0.009346991,0.0001879961,0.0004685826,0.0002035268,0.0002720155,0.005930655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005850581,"about_ca_system_score_gemma":0.00006486351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002912003,"about_ca_topic_score_gemma":0.000240841,"domain_scores_codex":[0.9337714,0.02402372,0.03403763,0.001905536,0.005821925,0.0004398242],"domain_scores_gemma":[0.9627155,0.01566378,0.01312945,0.007145056,0.001015971,0.0003302137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001529969,0.0002063537,0.01080412,0.7260796,0.0193307,0.00003996151,0.01099778,0.000101978,0.001044236,0.0151135,0.2045589,0.01170757],"study_design_scores_gemma":[0.000706064,0.0003020065,0.02256175,0.1789951,0.09086923,0.0001411718,0.002054406,0.2376738,0.0001013259,0.006707637,0.4575319,0.002355662],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02112561,0.8852527,0.06098926,0.0002753897,0.0006966686,0.01810537,0.00006467132,0.00002205085,0.01346828],"genre_scores_gemma":[0.9222601,0.04657076,0.01113198,0.0004639648,0.0002850098,0.003111374,0.00005826322,0.00006533695,0.0160532],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9011345,"threshold_uncertainty_score":0.9998947,"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."}}