{"id":"W4313207474","doi":"10.7554/elife.75061","title":"The need for more research into reproductive health and disease","year":2022,"lang":"en","type":"article","venue":"eLife","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Canada Research Chairs","keywords":"Reproductive health; Reproductive medicine; Infertility; Reproductive biology; Disease; Reproductive Endocrinology; Medicine; Pregnancy; Gynecology; Gerontology; Biology; Environmental health; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001289675,0.00004688372,0.0001039559,0.00003186824,0.001518275,0.000008322262,0.00006269461,0.000006915525,0.000005427542],"category_scores_gemma":[0.001682357,0.0000316064,0.00002760919,0.0001311082,0.0001710209,0.00001869619,0.0002079397,0.0002042356,0.000001404425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006048156,"about_ca_system_score_gemma":0.0002907964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005176545,"about_ca_topic_score_gemma":0.000007885567,"domain_scores_codex":[0.9990478,0.000134382,0.0000960399,0.0002137215,0.0003078564,0.0002001879],"domain_scores_gemma":[0.9991297,0.0002814193,0.00002417696,0.0003054327,0.00008595592,0.0001733376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006001794,0.000231194,0.0555323,0.000620367,0.0002415678,0.00002935674,0.04979316,0.000007904162,0.0001050362,0.01783549,0.8052996,0.06430223],"study_design_scores_gemma":[0.001540178,0.001052478,0.05003214,0.00009997979,0.00002609737,0.00001072139,0.02450017,0.0001494374,0.0001047985,0.01440285,0.9079729,0.0001081922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1812657,0.1689705,0.00006200946,0.6451441,0.0003937394,0.002677605,0.00004864602,0.00007820476,0.001359525],"genre_scores_gemma":[0.9876766,0.001770473,0.0003321813,0.004534695,0.0004069855,0.0009845181,0.000023202,0.00001580542,0.004255519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.806411,"threshold_uncertainty_score":0.9997816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08716867755410836,"score_gpt":0.4182475876143833,"score_spread":0.331078910060275,"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."}}