{"id":"W3127623901","doi":"10.12688/wellcomeopenres.16507.1","title":"The international Perinatal Outcomes in the Pandemic (iPOP) study: protocol","year":2021,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital Research Institute of Manitoba; Manitoba Health; Carleton University; BC Children's Hospital; University of Toronto; Dalhousie University; Public Health Ontario; University of Calgary; Izaak Walton Killam Health Centre; University of Manitoba","funders":"Canada Excellence Research Chairs, Government of Canada; Equity Trustees; Molly Towell Perinatal Research Foundation; Cerebral Palsy Alliance; University of New South Wales; Wellcome Trust; Medical Research Council; Canadian Institute for Advanced Research; GlaxoSmithKline; Health Data Research UK; Bill and Melinda Gates Foundation","keywords":"Pandemic; Medicine; Protocol (science); Coronavirus disease 2019 (COVID-19); Internal medicine; Alternative medicine; Disease; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["scholarly_communication","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01803068,0.0003047061,0.0005678189,0.0003893911,0.0004447488,0.002116439,0.004455381,0.0002009322,0.000703076],"category_scores_gemma":[0.0048074,0.0001647396,0.0001756591,0.0006391475,0.000271422,0.0001732806,0.008978259,0.004236572,0.0001152759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103168,"about_ca_system_score_gemma":0.002010924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006047165,"about_ca_topic_score_gemma":0.002281942,"domain_scores_codex":[0.9926344,0.001766016,0.0007022314,0.001186741,0.003059674,0.0006509158],"domain_scores_gemma":[0.9948272,0.00136231,0.0001575833,0.0028802,0.000647907,0.0001248149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001464675,0.002025158,0.9655793,0.0003403468,0.0003846094,0.0005049457,0.004737529,0.00003907206,0.0001876396,0.0001887195,0.004743396,0.01980458],"study_design_scores_gemma":[0.004022375,0.0005380536,0.8122342,0.0003521963,0.00002687504,0.00009749566,0.01345212,0.0002197514,0.00008822695,0.0005641827,0.1681516,0.000252907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4691365,0.00006967977,0.000005943288,0.08848449,0.0008289244,0.4224634,0.0000168432,0.00005659168,0.0189376],"genre_scores_gemma":[0.6565285,0.00004705662,0.000061151,0.0004840196,0.0004442174,0.3272631,0.00004155625,0.00005389501,0.0150764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1873921,"threshold_uncertainty_score":0.999037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3424605663409417,"score_gpt":0.567662620740285,"score_spread":0.2252020543993432,"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."}}