{"id":"W3200905621","doi":"10.1007/978-1-0716-1566-9_14","title":"Software to Conduct a Meta-Analysis and Network Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"Methods in molecular biology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; McMaster University; Impact","funders":"","keywords":"Computer science; Software; Key (lock); Meta-analysis; Software engineering; Software review; Software analytics; Data science; Software development; Software construction; Computer security; Operating system; Medicine","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":[0.02994845,0.00457796,0.006550927,0.01214548,0.0008855804,0.003429919,0.002752327,0.002100098,0.1053218],"category_scores_gemma":[0.1040299,0.004424791,0.01968002,0.007417502,0.0008276551,0.002209124,0.00332199,0.003317076,0.0147178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001788773,"about_ca_system_score_gemma":0.007153824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004273326,"about_ca_topic_score_gemma":0.007440805,"domain_scores_codex":[0.9840719,0.009347536,0.003712897,0.001512935,0.001048786,0.000305919],"domain_scores_gemma":[0.8574938,0.12877,0.005032707,0.004623004,0.003508933,0.0005716436],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008820788,0.0006623864,0.008059267,0.1465538,0.1546877,0.0008396187,0.001267641,0.02766795,0.003949597,0.03791519,0.2133343,0.3962417],"study_design_scores_gemma":[0.02242943,0.001390389,0.01433078,0.02258889,0.174334,0.001800033,0.0004937988,0.1169436,0.00810704,0.1550126,0.4816,0.0009694019],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.006285978,0.01689327,0.7091169,0.00204246,0.001968561,0.01526477,0.1359617,0.1030075,0.009458954],"genre_scores_gemma":[0.02293029,0.004822083,0.8785227,0.0007082921,0.0003322722,0.06761849,0.01216706,0.007004693,0.005894115],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9700515,"threshold_uncertainty_score":0.3523366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9005687967232088,"score_gpt":0.674769665411702,"score_spread":0.2257991313115068,"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."}}