{"id":"W3203858038","doi":"10.1097/ogx.0000000000000917","title":"Management of Complicated Monochorionic Twin Gestations: An Evidence-Based Protocol","year":2021,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Gestation; Obstetrics; Intrauterine growth restriction; Fetus; Monochorionic twins; Twin Pregnancy; Umbilical cord; Pregnancy; Anastomosis; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005910308,0.0002097639,0.00053516,0.0001356197,0.0001180107,0.00001466222,0.0002412946,0.000341052,0.0009136202],"category_scores_gemma":[0.007323521,0.0001595574,0.000140557,0.002003389,0.0003016872,0.000106102,0.0001443351,0.0004607611,0.0000694625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001727094,"about_ca_system_score_gemma":0.0001669242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001675869,"about_ca_topic_score_gemma":0.000005794325,"domain_scores_codex":[0.9971486,0.000770057,0.0005867496,0.0007837794,0.0003625017,0.0003482874],"domain_scores_gemma":[0.9957284,0.002372269,0.0001895764,0.0008557253,0.000664047,0.0001899935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00119622,0.01035493,0.8110499,0.0007369812,0.0004432194,0.001947525,0.00002401633,0.0001156509,0.002833572,0.006461868,0.0005075946,0.1643285],"study_design_scores_gemma":[0.001690019,0.001122589,0.9909724,0.0002781314,0.00008371441,0.00001689287,0.00004819761,0.0002022556,0.003635856,0.0006661538,0.001108604,0.000175205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8292426,0.006218513,0.01437951,0.007059347,0.0007204195,0.1320622,0.00009861196,0.001668112,0.008550636],"genre_scores_gemma":[0.9718153,0.0000458728,0.01118876,0.000193774,0.00001644043,0.01612286,0.0001099986,0.00001750249,0.0004894843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1799225,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1477182090800515,"score_gpt":0.3838268676564849,"score_spread":0.2361086585764334,"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."}}