{"id":"W2518633228","doi":"10.1136/bmjopen-2016-011148","title":"Multivariable fractional polynomial interaction to investigate continuous effect modifiers in a meta-analysis on higher versus lower PEEP for patients with ARDS","year":2016,"lang":"en","type":"review","venue":"BMJ Open","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara Health System; McMaster University; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; ARDS; Plateau pressure; Positive end-expiratory pressure; Ventilation (architecture); Oxygenation; Tidal volume; Mechanical ventilation; Fraction of inspired oxygen; Anesthesia; Respiratory physiology; Intensive care; Respiratory system; Intensive care medicine; Internal medicine; Lung","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":[0.02819979,0.002894724,0.01120841,0.002708936,0.0005092288,0.002560699,0.001729658,0.002318804,0.003675461],"category_scores_gemma":[0.04639692,0.0008581902,0.05422313,0.003240203,0.0006849487,0.001464029,0.001465538,0.002606788,0.0002958849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179954,"about_ca_system_score_gemma":0.001496668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003691467,"about_ca_topic_score_gemma":0.004370655,"domain_scores_codex":[0.9772452,0.01757102,0.001907498,0.001855093,0.0009265654,0.0004945864],"domain_scores_gemma":[0.9711651,0.02473209,0.002125294,0.001066263,0.0006726912,0.0002385801],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.009517729,0.0000444863,0.007803078,0.02679692,0.9451132,0.00009597812,0.00005017581,0.001541863,0.0004205707,0.0001937754,0.0003640271,0.008058175],"study_design_scores_gemma":[0.002494445,0.000683733,0.00542011,0.0008295956,0.9878511,0.0000523046,0.0000203778,0.001172929,0.0001680638,0.0004850174,0.0008000814,0.00002234312],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08773456,0.8871683,0.01705161,0.001802468,0.001302149,0.0008419008,0.002525634,0.0003459618,0.001227394],"genre_scores_gemma":[0.9330683,0.05229821,0.009764208,0.001359644,0.0005322179,0.001227116,0.00101063,0.00008271517,0.0006568665],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9718002,"threshold_uncertainty_score":0.1491365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2140651555773646,"score_gpt":0.4659604628390588,"score_spread":0.2518953072616942,"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."}}