{"id":"W4383342582","doi":"10.1186/s12913-023-09726-8","title":"Overlapping research efforts in a global pandemic: a rapid systematic review of COVID-19-related individual participant data meta-analyses","year":2023,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University; Jewish General Hospital","funders":"Institute of Genetics; Horizon 2020 Framework Programme; Universitätsklinikum Heidelberg","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Nursing research; Health informatics; Medicine; Meta-analysis; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Systematic review; Health administration; MEDLINE; Virology; Nursing; Outbreak; Pathology; Disease; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","bibliometrics","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.8470764,0.00150022,0.06180375,0.006431811,0.0008521586,0.00180874,0.02723398,0.000881274,0.006961824],"category_scores_gemma":[0.2343234,0.0007046765,0.008560264,0.0490326,0.000494018,0.000666205,0.008727229,0.003184645,0.007995173],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060773,"about_ca_system_score_gemma":0.01801954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003219001,"about_ca_topic_score_gemma":0.005837109,"domain_scores_codex":[0.3752578,0.4725196,0.08089691,0.007436386,0.05957616,0.004313171],"domain_scores_gemma":[0.6788089,0.209441,0.04648483,0.05136667,0.009407195,0.004491346],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006395013,0.0001373792,0.000102534,0.9726079,0.01210786,0.00004861716,0.0007611781,0.000009813101,1.372717e-8,0.000240707,0.00606328,0.007914324],"study_design_scores_gemma":[0.0002315916,0.0001193373,0.00002887925,0.6344828,0.03312911,0.00007606248,0.003101647,0.001374686,6.248762e-9,0.00100294,0.3259651,0.0004878013],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006830297,0.9729798,0.00006382474,0.0003742126,0.0001647176,0.023869,0.002188626,0.0000314423,0.0003215152],"genre_scores_gemma":[0.00003127219,0.9921238,0.0004561278,0.0006235398,0.00008957693,0.004011334,0.001192662,0.0001002562,0.001371379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.612753,"threshold_uncertainty_score":0.9997747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9838711068747567,"score_gpt":0.7652878711180463,"score_spread":0.2185832357567103,"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."}}