{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09905037,0.001139423,0.004641284,0.01261318,0.0028193,0.0113384,0.003508645,0.009938262,0.02847397],"category_scores_gemma":[0.2001364,0.001112372,0.004186717,0.01228102,0.007303383,0.02841154,0.005838211,0.01129318,0.004644801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007326429,"about_ca_system_score_gemma":0.04724278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01444109,"about_ca_topic_score_gemma":0.02177596,"domain_scores_codex":[0.9543661,0.0257943,0.006325803,0.003469975,0.007461024,0.002582805],"domain_scores_gemma":[0.411886,0.4467598,0.02735863,0.02470734,0.06554951,0.02373873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005754674,0.0004608975,0.04142898,0.06048776,0.002393556,0.0009583849,0.007485847,0.0003755946,0.001954799,0.04081494,0.3043605,0.5387033],"study_design_scores_gemma":[0.0002606972,0.0003858058,0.04418634,0.05576244,0.001354385,0.001500581,0.01363111,0.0002262524,0.0004352708,0.05244528,0.829615,0.000196871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003774972,0.3425318,0.002452689,0.6327658,0.01048604,0.0001816673,0.001094362,0.0001753619,0.006537222],"genre_scores_gemma":[0.0683464,0.4112253,0.03636352,0.4418404,0.03423638,0.0008631648,0.003239776,0.000225701,0.003659375],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09905037,"threshold_uncertainty_score":0.5238347,"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."}}