{"id":"W2997697458","doi":"10.3899/jrheum.190900","title":"Metaanalyses, Network Metaanalyses, and Systematic Reviews: The Perpetual Motion Machine All Over Again","year":2020,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systematic review; MEDLINE; Physical medicine and rehabilitation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.189436,0.003749144,0.009121207,0.01897768,0.004733414,0.03060994,0.007499374,0.02093334,0.01267223],"category_scores_gemma":[0.434573,0.003284519,0.005921572,0.01531111,0.0373597,0.04642506,0.01531114,0.04651105,0.008444592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01089508,"about_ca_system_score_gemma":0.01358287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00400633,"about_ca_topic_score_gemma":0.005244361,"domain_scores_codex":[0.8184632,0.1408823,0.01186934,0.008761446,0.01889884,0.001124833],"domain_scores_gemma":[0.5126866,0.4245157,0.01216908,0.02277269,0.02297882,0.00487721],"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":[0.0001922113,0.0000464953,0.0004926035,0.006782039,0.0009076054,0.0001407779,0.00261252,0.001028172,0.000139998,0.2040818,0.6100897,0.1734861],"study_design_scores_gemma":[0.0001991365,0.0000739126,0.0002504636,0.01270611,0.0002729083,0.0003074214,0.0005532917,0.001643803,0.00008033191,0.4812204,0.5025188,0.0001734288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002101063,0.3745898,0.02777452,0.4643021,0.1266307,0.0001732862,0.0002291441,0.0006284136,0.005461929],"genre_scores_gemma":[0.01054749,0.2774622,0.1025806,0.3051186,0.2928939,0.001646917,0.000270354,0.001355679,0.008124327],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.810564,"threshold_uncertainty_score":0.9995697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04456176593691116,"score_gpt":0.3122599452292436,"score_spread":0.2676981792923324,"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."}}