{"id":"W6946147593","doi":"10.3205/22ebm001","title":"Treatment of COVID-19, meta-research study II: characteristics of systematic reviews, registered in PROSPERO or published in the L·OVE database","year":2022,"lang":"en","type":"article","venue":"German Medical Science (German Research Foundation)","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane","funders":"","keywords":"Systematic review; MEDLINE; Confidentiality; Pandemic; Coronavirus disease 2019 (COVID-19)","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","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.1204404,0.002008999,0.01137312,0.01356693,0.001183986,0.005299743,0.001748919,0.002710524,0.008649319],"category_scores_gemma":[0.4026901,0.001666883,0.02377752,0.02301751,0.001595275,0.004820535,0.003803067,0.002870151,0.00101336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003356664,"about_ca_system_score_gemma":0.007963664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002062083,"about_ca_topic_score_gemma":0.005133254,"domain_scores_codex":[0.6999459,0.1245679,0.141524,0.01197593,0.01985458,0.002131781],"domain_scores_gemma":[0.6079186,0.2807072,0.08508459,0.01179945,0.01240452,0.002085602],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.00693546,0.00009476893,0.05315274,0.6338037,0.2437395,0.0001982646,0.0008555904,0.0005289588,0.0005583733,0.00162321,0.01418376,0.04432556],"study_design_scores_gemma":[0.01336191,0.003123369,0.1481533,0.3036809,0.4530754,0.003296922,0.001743118,0.001941541,0.001532074,0.008029409,0.06159952,0.000462471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03181037,0.8568884,0.01698374,0.003293791,0.000953882,0.02533761,0.06121929,0.0003295528,0.003183512],"genre_scores_gemma":[0.4548498,0.2560451,0.05332014,0.006149432,0.001017028,0.1869643,0.03862937,0.0008075479,0.002217192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9886269,"threshold_uncertainty_score":0.6369572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.913400443926977,"score_gpt":0.6742784012519447,"score_spread":0.2391220426750322,"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."}}