{"id":"W4205092064","doi":"10.22541/au.161781165.51754270/v1","title":"Pregnancy and the Risk of Severe COVID-19 Infection: Methodologic Challenges and Research Recommendations","year":2021,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 Impact on Reproduction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pregnancy; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Coronavirus Infections; Pandemic; Virology; Obstetrics; Infectious disease (medical specialty); Internal medicine; Disease; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.00784383,0.0002100629,0.0006308925,0.0003307904,0.0002303342,0.00004961388,0.0000913171,0.0003292255,0.0003967049],"category_scores_gemma":[0.02804069,0.0001349198,0.0001237715,0.0002650969,0.0005901479,0.0000721039,0.001003241,0.001445772,0.000001608408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001920066,"about_ca_system_score_gemma":0.0007640415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004456969,"about_ca_topic_score_gemma":0.0006965565,"domain_scores_codex":[0.994646,0.003542572,0.0004099312,0.0008003999,0.0003852654,0.0002158907],"domain_scores_gemma":[0.9927615,0.005121328,0.0002668029,0.001128398,0.0005142573,0.0002076951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002141668,0.0009345768,0.07002279,0.0231366,0.003040371,0.00005180837,0.04930952,0.0005206655,0.0003491286,0.01714203,0.005909311,0.8274415],"study_design_scores_gemma":[0.01872098,0.001857619,0.5817745,0.007308159,0.003582987,0.002290311,0.02501275,0.0009675153,0.0016046,0.2960347,0.05946916,0.001376764],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2000621,0.2077614,0.01504275,0.5509381,0.001452277,0.007643812,0.00007710578,0.0004098318,0.01661264],"genre_scores_gemma":[0.3788622,0.6050313,0.01241575,0.0007539968,0.0003177414,0.0003428858,0.00006276407,0.00003519981,0.002178241],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8260648,"threshold_uncertainty_score":0.9801465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4279842315971014,"score_gpt":0.5126786510879666,"score_spread":0.08469441949086526,"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."}}