{"id":"W4416656202","doi":"10.1016/j.cryobiol.2025.105502","title":"Thermomechanics analysis of ovary vitrification subject to marginal conditions","year":2025,"lang":"en","type":"article","venue":"Cryobiology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"National Science Foundation","keywords":"Vitrification; Ovary; Ovarian tissue; Cryopreservation","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":[0.0002652652,0.00006604029,0.0003187454,0.0003753761,0.00003871621,9.110196e-7,0.00006729658,0.0001272683,0.0002230217],"category_scores_gemma":[0.0002607814,0.00005325114,0.0001114467,0.0008811543,0.0001143423,0.000011073,0.00002367698,0.00008608429,0.00001679131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003051459,"about_ca_system_score_gemma":0.00006646931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001978933,"about_ca_topic_score_gemma":0.000008581963,"domain_scores_codex":[0.9992971,0.0001007944,0.0001967398,0.0002720789,0.00002450723,0.0001087714],"domain_scores_gemma":[0.9992884,0.00009199588,0.00004854384,0.0003943179,0.0001473702,0.00002933475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002071825,0.0002106899,0.1484966,0.00002633627,0.00163208,0.000002141794,0.00007320113,0.00001040488,0.8335423,0.01101044,0.0008721823,0.002051845],"study_design_scores_gemma":[0.0001941793,0.0001593092,0.9641789,0.00000587452,0.0007889249,0.000003030544,0.00003873201,0.00006766913,0.03111669,0.001242947,0.002164322,0.00003937975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893203,0.000229726,0.005934815,0.001475448,0.0001598804,0.0002496403,0.00004732849,0.00002470835,0.002558182],"genre_scores_gemma":[0.9983982,0.0000147685,0.0002156883,0.0005579115,0.00002359317,0.00002893103,0.0002359104,0.000002214942,0.0005227188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8156824,"threshold_uncertainty_score":0.2441931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029264357710107,"score_gpt":0.3312102747078776,"score_spread":0.3109176311307765,"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."}}