{"id":"W2801937012","doi":"10.1007/s00134-018-5102-3","title":"Are systematic reviews and meta-analyses still useful research? Yes","year":2018,"lang":"en","type":"editorial","venue":"Intensive Care Medicine","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Université de Versailles Saint-Quentin-en-Yvelines","keywords":"Medicine; Pain medicine; Anesthesiology; Intensive care medicine; MEDLINE; Anesthesia","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009726809,0.0008064872,0.007101253,0.000804474,0.0001519038,0.00005972376,0.0003778193,0.0008527139,0.00105027],"category_scores_gemma":[0.7730864,0.0004506508,0.0006750765,0.0006291174,0.001286013,0.0001549199,0.0003556613,0.002587065,0.0003563461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00047423,"about_ca_system_score_gemma":0.0004604564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009753649,"about_ca_topic_score_gemma":0.0008714999,"domain_scores_codex":[0.9878725,0.002658966,0.004113627,0.001286968,0.003458375,0.000609552],"domain_scores_gemma":[0.8785111,0.03847393,0.00423476,0.00215388,0.07595749,0.0006688581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002109373,0.0000171983,0.0000395733,0.04262561,0.004730149,0.000324179,0.001416109,4.739113e-8,0.00005244932,0.000001534721,0.9504747,0.0001074993],"study_design_scores_gemma":[0.001569506,0.001485594,0.00004114765,0.01926984,0.09627471,0.00007173975,0.04329881,0.000005385555,0.00002724491,0.00005592348,0.837593,0.0003070635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0004752769,0.1963839,0.0001612605,0.03169573,0.7587986,0.01123372,0.0005215734,0.0001602899,0.0005697019],"genre_scores_gemma":[0.002495696,0.01151252,0.0004143598,0.0152515,0.9626672,0.000831741,0.001958782,0.0002134223,0.004654765],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.7633596,"threshold_uncertainty_score":0.9998629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7846616577467268,"score_gpt":0.6476108539548627,"score_spread":0.1370508037918641,"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."}}