{"id":"W3211100149","doi":"10.1093/biomethods/bpac038","title":"Executive protocol designed for new review study called: systematic review and artificial intelligence network meta-analysis (RAIN) with the first application for COVID-19","year":2023,"lang":"en","type":"article","venue":"Biology Methods and Protocols","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Kermanshah University of Medical Sciences","keywords":"Meta-analysis; Coronavirus disease 2019 (COVID-19); Protocol (science); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Systematic review; Artificial intelligence; Psychology; Computer science; MEDLINE; Medicine; Virology; Biology; Alternative medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01653009,0.0003663102,0.003018628,0.0001107845,0.0003731451,0.00003862091,0.0002674452,0.0001346776,0.00002217272],"category_scores_gemma":[0.006154133,0.0001776258,0.0004721016,0.001094201,0.0001755339,0.00004549082,0.00009215382,0.000136841,0.00000247684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004990145,"about_ca_system_score_gemma":0.0003666073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003895351,"about_ca_topic_score_gemma":0.00009580262,"domain_scores_codex":[0.9952027,0.002556162,0.0009598644,0.0007677899,0.0001478322,0.0003656882],"domain_scores_gemma":[0.9884837,0.009501098,0.000720295,0.0008006858,0.0002298934,0.0002643318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001854931,0.0001986231,0.0004235137,0.9439611,0.03609233,0.000005685442,0.0004831589,0.00002997104,0.00006352062,0.004604251,0.006316534,0.00596634],"study_design_scores_gemma":[0.004302828,0.01764774,0.0002011711,0.02783497,0.7562618,0.00007785853,0.0003414534,0.002268743,0.0002709516,0.03461838,0.1547883,0.001385793],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[4.222879e-7,0.003852352,0.4454178,0.0127201,0.000003162947,0.5379424,0.00001184713,0.00004829669,0.000003584834],"genre_scores_gemma":[0.00001396945,0.0001796544,0.08068085,0.009825885,0.00008260581,0.9090468,0.00002674249,0.00002607675,0.0001174195],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9161262,"threshold_uncertainty_score":0.7367516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2589359243504056,"score_gpt":0.54439823065999,"score_spread":0.2854623063095844,"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."}}