{"id":"W4415861990","doi":"10.1016/j.fertnstert.2025.10.004","title":"Organoids in modeling human trophoblast development","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Trophoblast; Organoid; Bridging (networking); In vitro; Fertility; Lineage (genetic)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025821,0.0004386789,0.0003476625,0.0005749955,0.0003226659,0.0008871547,0.0005493655,0.0006652606,0.001292374],"category_scores_gemma":[0.0006734614,0.0002931693,0.0005010284,0.0004210343,0.0005135192,0.000499307,0.0006490208,0.001083494,0.0003773186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005927792,"about_ca_system_score_gemma":0.0008607477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005838549,"about_ca_topic_score_gemma":0.00656082,"domain_scores_codex":[0.9996257,0.0002015749,0.00001643673,0.0000537641,0.00007207954,0.0000304485],"domain_scores_gemma":[0.9994897,0.0003123716,0.00004326595,0.00006751722,0.00003596248,0.00005120749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002055586,0.0005260542,0.007403799,0.001383119,0.0001506278,0.002592621,0.002102626,0.08715848,0.8411517,0.01903014,0.001556085,0.03488912],"study_design_scores_gemma":[0.0002335343,0.003220901,0.006872707,0.000413694,0.0004650253,0.002099427,0.001918792,0.07618498,0.7849182,0.00403718,0.1195508,0.00008475842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010578,0.01892412,0.1477379,0.0008149864,0.000600224,0.0006405726,0.002684603,0.0003772954,0.02716266],"genre_scores_gemma":[0.9467336,0.00860245,0.03591278,0.0001316098,0.00002023674,0.0004158054,0.0009168913,0.0000538347,0.007212895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005838549,"threshold_uncertainty_score":0.01160914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03119832081707709,"score_gpt":0.2945533163750339,"score_spread":0.2633549955579568,"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."}}