{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.677204,0.0003489321,0.00515077,0.003520124,0.001592445,0.001212593,0.01062078,0.00006735879,0.0376959],"category_scores_gemma":[0.4769042,0.0001373413,0.0007607177,0.02134283,0.002286878,0.001057478,0.001998055,0.0009650166,0.000334018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009831544,"about_ca_system_score_gemma":0.004173812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008122277,"about_ca_topic_score_gemma":0.001471332,"domain_scores_codex":[0.6303648,0.2158756,0.03197525,0.004390783,0.1148506,0.002542935],"domain_scores_gemma":[0.8900241,0.07337917,0.009781041,0.01824758,0.006750034,0.001818123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001487134,0.05786704,0.1846418,0.05641039,0.002698869,0.004086116,0.4479734,0.00009327158,0.001919469,0.07572231,0.1033621,0.06373811],"study_design_scores_gemma":[0.0120576,0.01574345,0.1902269,0.003621155,0.00250063,0.0007285172,0.1446285,0.05505137,0.00009815151,0.02006975,0.5530205,0.002253571],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639114,0.0009422123,0.0002571537,0.01285519,0.0002724482,0.02049848,0.00007528814,0.000006726395,0.001181103],"genre_scores_gemma":[0.991429,0.0001981327,0.0001366303,0.0002114073,0.00005502432,0.004590648,0.00004767889,0.00001110795,0.003320408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4496584,"threshold_uncertainty_score":0.9998242,"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."}}