{"id":"W4410910344","doi":"10.1016/j.theriogenology.2025.117518","title":"Enhanced maturation of mouse immature oocytes using a novel three-dimensional culture system","year":2025,"lang":"en","type":"article","venue":"Theriogenology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital","funders":"Shenyang Science and Technology Bureau; National Key Research and Development Program of China; China Medical University; University of Science and Technology Liaoning","keywords":"Andrology; Cell biology; Biology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001260575,0.0001141344,0.0003292713,0.00006309479,0.00006148297,0.000001834729,0.00006743675,0.0003021047,0.00003361045],"category_scores_gemma":[0.0000724773,0.00008073827,0.00006917182,0.0001474345,0.0001849324,0.00002697013,0.00004201923,0.000164703,0.000005376332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006754931,"about_ca_system_score_gemma":0.00009847144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000395442,"about_ca_topic_score_gemma":0.00001054039,"domain_scores_codex":[0.9992623,0.00004585019,0.0002227326,0.0002698376,0.00005811226,0.0001411494],"domain_scores_gemma":[0.9993364,0.00002219203,0.0001013683,0.0003297647,0.0001900774,0.00002016581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005997933,0.00008336645,0.0008808551,0.0001237198,0.0001757168,0.000001716165,0.0001457044,0.00002921224,0.9902948,0.002067217,0.00001451428,0.0001852103],"study_design_scores_gemma":[0.0009444696,0.0001675796,0.06064457,0.0001143254,0.0001234505,0.00008808675,0.0002072979,0.0007525533,0.9364798,0.0002070705,0.0001857738,0.00008502643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897226,0.001553962,0.007145735,0.000243725,0.0002753519,0.000329895,0.00001476033,0.00005579702,0.0006581935],"genre_scores_gemma":[0.9965315,0.00000489732,0.0027795,0.0001280255,0.00006758811,0.000008790211,0.000025378,0.000006728194,0.0004475279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05976372,"threshold_uncertainty_score":0.3292411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091694808330258,"score_gpt":0.2786442296183193,"score_spread":0.2577272815350167,"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."}}