{"id":"W4394602376","doi":"10.1016/j.jclinepi.2024.111360","title":"A brief step-by-step guide on conducting a systematic review and meta-analysis of prognostic model studies","year":2024,"lang":"en","type":"review","venue":"Journal of Clinical Epidemiology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ted Rogers Centre for Heart Research; Impact","funders":"","keywords":"Systematic review; Meta-analysis; Medicine; MEDLINE; Intensive care medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02833047,0.004431444,0.006715813,0.01238649,0.001316854,0.005237923,0.004405907,0.004454174,0.07606353],"category_scores_gemma":[0.1436708,0.003261653,0.00660937,0.01016419,0.00159055,0.005473361,0.003466157,0.007454629,0.03781615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002826032,"about_ca_system_score_gemma":0.01627503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006462577,"about_ca_topic_score_gemma":0.02262462,"domain_scores_codex":[0.9752863,0.01227457,0.006823688,0.001167709,0.004123647,0.0003241357],"domain_scores_gemma":[0.8693047,0.09384146,0.00895623,0.003396061,0.02220923,0.002292372],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006263006,0.000294061,0.0008410534,0.08690441,0.001884329,0.0008544512,0.0008028318,0.002027362,0.002144093,0.008557728,0.7070068,0.1880566],"study_design_scores_gemma":[0.001911966,0.0005860616,0.002850284,0.05095819,0.001722516,0.001713287,0.0004831501,0.00275757,0.001062734,0.04238457,0.8931683,0.0004012862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002797745,0.2792585,0.3117737,0.08766099,0.03178263,0.1311489,0.1053992,0.01688709,0.03329133],"genre_scores_gemma":[0.003400082,0.06356759,0.8044739,0.02833185,0.004645084,0.06236776,0.01145475,0.001294931,0.02046402],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9716696,"threshold_uncertainty_score":0.2544578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9776746505240534,"score_gpt":0.7435889218324542,"score_spread":0.2340857286915993,"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."}}