{"id":"W4410726372","doi":"10.1016/j.ijcard.2025.133423","title":"When a meta-analysis can be really useful?","year":2025,"lang":"en","type":"review","venue":"International Journal of Cardiology","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Care Foundation","funders":"Sanofi; AstraZeneca","keywords":"Medicine; MEDLINE","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008282734,0.0003013093,0.005667894,0.001413409,0.00001953337,0.00002592546,0.0005895098,0.0003375261,0.0001402353],"category_scores_gemma":[0.0002874729,0.0001942312,0.008231957,0.0002448659,0.00005701813,0.00002905907,0.00006842142,0.0006949842,0.000004613357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003162966,"about_ca_system_score_gemma":0.0009006597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003682626,"about_ca_topic_score_gemma":0.0000064951,"domain_scores_codex":[0.9973673,0.0004204394,0.001186878,0.0002459053,0.0006011009,0.0001783678],"domain_scores_gemma":[0.9971496,0.0005339927,0.0008818826,0.0003444323,0.0009608412,0.0001292527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005356413,0.0000203349,0.00005941812,0.0005063369,0.8057589,0.001193101,0.0000286873,0.00004720661,3.689098e-7,0.0001932044,0.002755285,0.1893836],"study_design_scores_gemma":[0.0002198804,0.00006686534,0.00001404983,0.0003757353,0.3220085,0.001480605,0.000003148324,0.000001150161,2.220801e-7,0.0001725839,0.6755755,0.00008175841],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004671771,0.9907625,0.002061053,0.002115977,0.001803243,0.000152487,0.0001560508,0.00001177369,0.002932215],"genre_scores_gemma":[0.0002590764,0.9936329,0.0005960707,0.0003567296,0.002067005,0.00001753987,0.0001543978,0.00002154107,0.002894781],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6728202,"threshold_uncertainty_score":0.8302149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291426314606728,"score_gpt":0.4249145615649954,"score_spread":0.2957719301043226,"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."}}