{"id":"W1846440381","doi":"10.1002/pd.4437","title":"Urgent need for better education: example of maternal dyspnea in a twin pregnancy","year":2014,"lang":"en","type":"article","venue":"Prenatal Diagnosis","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Culprit; Twin-to-twin transfusion syndrome; Monochorionic twins; Pregnancy; Obstetrics; Fetoscopy; Twin Pregnancy; Anastomosis; Fetus; Intensive care medicine; Prenatal diagnosis; Surgery; Cardiology","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":[0.0001421751,0.0001390884,0.0003046162,0.0001974324,0.00003219114,0.000005057025,0.0001331154,0.0001390689,0.0001905501],"category_scores_gemma":[0.0004941797,0.0001225447,0.00009762839,0.0001862596,0.00009827325,0.0000876906,0.00006566581,0.0001475738,0.00001337484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004102537,"about_ca_system_score_gemma":0.00007840496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001575714,"about_ca_topic_score_gemma":0.00001620497,"domain_scores_codex":[0.9989251,0.00003535935,0.0003188881,0.0003766785,0.0001235462,0.0002204147],"domain_scores_gemma":[0.9991049,0.0001360462,0.0001170737,0.0004664701,0.0001000346,0.00007546874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007542512,0.0007345462,0.8046344,0.0006065585,0.00006360757,0.000003881627,0.0001862676,0.000001145111,0.0004524117,0.002236174,0.000985155,0.1900205],"study_design_scores_gemma":[0.001819714,0.0004059754,0.7792518,0.003227037,0.0001239091,0.00003366943,0.00005554746,0.00004280886,0.2035498,0.005393537,0.005902858,0.000193341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908345,0.002785795,0.0006575492,0.002727281,0.0003928174,0.001077076,0.00002111495,0.00007634031,0.001427535],"genre_scores_gemma":[0.993988,0.00006406385,0.003673089,0.000225857,0.0001160503,0.001533834,0.00003907383,0.00002197677,0.0003379913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2030974,"threshold_uncertainty_score":0.4997226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982918065255298,"score_gpt":0.2747032415386417,"score_spread":0.2548740608860888,"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."}}