{"id":"W2904060958","doi":"10.1016/j.jid.2018.10.028","title":"Research Techniques Made Simple: Network Meta-Analysis","year":2018,"lang":"en","type":"review","venue":"Journal of Investigative Dermatology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":105,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; Institute for Work & Health; Public Health Ontario; University of Toronto; Baycrest Hospital; St. Michael's Hospital","funders":"","keywords":"Interpretability; Pairwise comparison; Psychological intervention; Meta-analysis; Computer science; Systematic review; Simple (philosophy); Reading (process); Risk analysis (engineering); Psychology; Management science; Medicine; MEDLINE; Artificial intelligence; Engineering; Political science; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1576829,0.004430344,0.01281402,0.007870322,0.001091098,0.006050619,0.004651651,0.002733536,0.00881585],"category_scores_gemma":[0.4660302,0.003076263,0.01532166,0.008528264,0.001566097,0.007133141,0.00560909,0.006896937,0.001512305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00232678,"about_ca_system_score_gemma":0.00742049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004262958,"about_ca_topic_score_gemma":0.007648957,"domain_scores_codex":[0.6949043,0.2684403,0.01854213,0.008733116,0.008769044,0.0006110682],"domain_scores_gemma":[0.5620973,0.3975113,0.009874074,0.02362373,0.006088255,0.0008053179],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003373395,0.0001699068,0.005508792,0.17181,0.4327226,0.0004062732,0.0007463158,0.01462659,0.0006056005,0.02147482,0.03532208,0.3132335],"study_design_scores_gemma":[0.006867923,0.001002245,0.007258875,0.04459262,0.4958716,0.0007217988,0.0005040799,0.06905302,0.001656404,0.3058053,0.0659248,0.0007413446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.004136569,0.2674488,0.6943371,0.01352514,0.006391696,0.004491595,0.003922091,0.002782952,0.002964182],"genre_scores_gemma":[0.1324521,0.07303636,0.7696525,0.005973014,0.002330682,0.01261109,0.00130527,0.001164852,0.001474183],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8423171,"threshold_uncertainty_score":0.8339168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9372558423993008,"score_gpt":0.6503479725466853,"score_spread":0.2869078698526155,"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."}}