{"id":"W4409368973","doi":"10.1242/dev.204820","title":"The people behind the papers – Wendy Duan and Meghan Riddell","year":2025,"lang":"en","type":"article","venue":"Development","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syncytiotrophoblast; Biology; Cell biology; Placenta; Progenitor; Underpinning; Progenitor cell; Genetics; Fetus; Stem cell; Pregnancy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008694357,0.000621404,0.001054164,0.001365583,0.005973395,0.007514157,0.001297792,0.004997552,0.008672792],"category_scores_gemma":[0.03525101,0.0004934135,0.0005944559,0.0009453677,0.006209449,0.004881749,0.002755414,0.01417703,0.004614136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007852775,"about_ca_system_score_gemma":0.01603897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04558834,"about_ca_topic_score_gemma":0.06517984,"domain_scores_codex":[0.9934262,0.00231712,0.0003408624,0.001014892,0.002404717,0.000496219],"domain_scores_gemma":[0.9743848,0.006142774,0.001012296,0.0007484979,0.008815533,0.008896197],"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":[0.00002207168,0.0000129963,0.0004295195,0.00007493182,0.00001001586,0.0002676064,0.001745964,0.00001083316,0.00008888239,0.00448159,0.9794441,0.01341143],"study_design_scores_gemma":[0.000011722,0.0000179264,0.0004765586,0.0002527133,0.000007019847,0.000741659,0.002911246,0.00001281017,0.00009760784,0.001670743,0.9937717,0.00002831519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0007596183,0.04431999,0.0003031301,0.8898979,0.05972118,0.0000142731,0.00005660338,0.00003558975,0.004891818],"genre_scores_gemma":[0.02605192,0.1032409,0.00190652,0.6726425,0.06521529,0.000115042,0.0001469904,0.000288757,0.1303921],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04558834,"threshold_uncertainty_score":0.09064597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008799987960962905,"score_gpt":0.2428860139551773,"score_spread":0.2340860259942144,"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."}}