{"id":"W4319825991","doi":"10.1007/s00261-023-03820-5","title":"Gestational trophoblastic disease: an update","year":2023,"lang":"en","type":"review","venue":"Abdominal Radiology","topic":"Gestational Trophoblastic Disease Studies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Sinai Health System; University Health Network; University of Toronto; Health Sciences Centre; Mount Sinai Hospital","funders":"","keywords":"Medicine; Molar pregnancy; Gestational trophoblastic disease; Radiology; Pregnancy; Differential diagnosis; Magnetic resonance imaging; Gestation; Gestational trophoblastic neoplasia; Obstetrics; Placental site trophoblastic tumor; Disease; Choriocarcinoma; Pathology; Placenta; Fetus","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":[0.0002048112,0.0006341788,0.002337523,0.0005000244,0.000147046,0.00002169428,0.0002631481,0.0002389575,0.0005478807],"category_scores_gemma":[0.001199308,0.0005089662,0.0006089298,0.0004407896,0.0004514806,0.00006629842,0.0001059554,0.0004708993,0.003520808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406684,"about_ca_system_score_gemma":0.001597683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005934542,"about_ca_topic_score_gemma":0.000002783154,"domain_scores_codex":[0.9968728,0.0003283128,0.0008676479,0.0008862398,0.0004548913,0.0005900845],"domain_scores_gemma":[0.9969622,0.001268149,0.0003310509,0.0005373711,0.000199226,0.0007019658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001601364,0.000714678,0.00007868644,0.05447737,0.003735742,0.009547258,0.00009998812,0.00009466362,0.000001680048,0.01420673,0.02454153,0.8909003],"study_design_scores_gemma":[0.001001801,0.0005660478,0.003632655,0.006053059,0.007866959,0.001183565,0.00004555929,0.0002278528,2.152558e-8,0.001715182,0.9770859,0.0006213311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001105453,0.9967725,0.0002336826,0.000238857,0.0006422487,0.0009687276,0.0005690957,0.0002066407,0.000257645],"genre_scores_gemma":[0.00006692072,0.9923783,0.001142858,0.0002047216,0.001001172,0.0005705585,0.00305337,0.0001621943,0.001419923],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9525445,"threshold_uncertainty_score":0.9997362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07865531354652654,"score_gpt":0.3922403200441006,"score_spread":0.3135850064975741,"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."}}