{"id":"W4402083642","doi":"10.1016/j.placenta.2024.07.273","title":"Transformer-based classifiers accurately identified preeclampsia from maternal or fetal side macroscopic placenta images","year":2024,"lang":"en","type":"article","venue":"Placenta","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Preeclampsia; Placenta; Obstetrics; Fetus; Medicine; Pregnancy; Biology; Genetics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001933507,0.0004770699,0.0005930946,0.0001693324,0.0002250687,0.0002839505,0.0002848228,0.0002137637,0.001688573],"category_scores_gemma":[0.00006729893,0.0003610508,0.000277058,0.0002937209,0.0002306238,0.0003915011,0.00006122463,0.0005541421,0.0004906836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002064288,"about_ca_system_score_gemma":0.0003458631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000388298,"about_ca_topic_score_gemma":0.0003164024,"domain_scores_codex":[0.9973297,0.00009915826,0.0005535522,0.0007633109,0.0005665493,0.0006877991],"domain_scores_gemma":[0.9987653,0.0003770636,0.00007853557,0.0004705787,0.00004258967,0.0002659082],"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":[0.03082112,0.001562805,0.2966336,0.009522646,0.006986409,0.01124384,0.008185204,0.00009437048,0.3723656,0.0006721831,0.1704038,0.09150845],"study_design_scores_gemma":[0.01533114,0.0009748063,0.2087503,0.009708997,0.002315677,0.0003772322,0.002088844,0.005276551,0.6922181,0.0008618647,0.06037079,0.001725662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540209,0.01145647,0.002947915,0.004590759,0.003592156,0.001691347,0.001321226,0.0009991205,0.01938011],"genre_scores_gemma":[0.9890797,0.0006511736,0.0009570349,0.0005686469,0.000338488,0.0001159265,0.0002989184,0.00008239254,0.007907722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3198526,"threshold_uncertainty_score":0.9998841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05324981253405846,"score_gpt":0.3278800863026348,"score_spread":0.2746302737685763,"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."}}