{"id":"W2534725162","doi":"10.1093/asj/sjw172","title":"What is Wrong With Systematic Reviews and Meta-Analyses: If You Want the Right Answer, Ask the Right Question!","year":2016,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Systematic review; Meta-analysis; Medicine; MEDLINE; Jargon; Critical appraisal; Publication bias; Alternative medicine; Pathology; Linguistics","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.2659477,0.0007458501,0.008613803,0.0004533858,0.001134997,0.005115387,0.002355803,0.000109824,0.0129043],"category_scores_gemma":[0.006252273,0.0001465524,0.005522665,0.001464188,0.0004554291,0.001357047,0.0001244446,0.000408431,0.002162071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006383169,"about_ca_system_score_gemma":0.0001713031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009714481,"about_ca_topic_score_gemma":0.00002744007,"domain_scores_codex":[0.933612,0.04563579,0.01255359,0.001019632,0.006590885,0.000588024],"domain_scores_gemma":[0.9547668,0.0223243,0.01428217,0.006321189,0.001836151,0.0004694245],"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":[0.00007948308,0.000371103,0.005655922,0.002128266,0.02511368,0.0006312775,0.007171842,0.00005059378,0.0000398887,0.0078307,0.7604197,0.1905076],"study_design_scores_gemma":[0.0005674197,0.0001405587,0.0005163826,0.008103411,0.0684379,0.06878688,0.004048074,0.0006425647,0.0001012822,0.03566967,0.8117003,0.001285543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.07403854,0.5259712,0.05803426,0.3239354,0.004858918,0.01004487,0.00003967784,0.00004493341,0.003032155],"genre_scores_gemma":[0.8763292,0.046937,0.001571287,0.006233198,0.0004264263,0.0007973916,0.000003346226,0.0001263505,0.06757578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8022907,"threshold_uncertainty_score":0.9986148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5401450087253011,"score_gpt":0.4652708058982381,"score_spread":0.07487420282706303,"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."}}