{"id":"W4321485318","doi":"10.1017/9781108975780.010","title":"Cervical Insufficiency","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Obstetrics; Cervical insufficiency; Pregnancy; Gestation; First trimester; Second trimester; Gynecology; Third trimester","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"],"consensus_categories":[],"category_scores_codex":[0.00008693203,0.0003531826,0.0005398858,0.000345968,0.0001788487,0.000007899033,0.0003297692,0.0009114066,0.0000133755],"category_scores_gemma":[0.000039465,0.0003768365,0.0002894294,0.00002323532,0.0005910127,0.00003479224,0.0004576731,0.001127594,0.0001942537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748289,"about_ca_system_score_gemma":0.0001782273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001693631,"about_ca_topic_score_gemma":4.863402e-7,"domain_scores_codex":[0.9984116,0.00001861983,0.0001952337,0.0007839257,0.0002788064,0.0003118083],"domain_scores_gemma":[0.9984755,0.00004594738,0.0001568485,0.000962605,0.0001950461,0.0001640682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001409647,0.00005117038,0.00002403375,0.000187742,0.0002768494,0.002503714,0.00001771621,1.755339e-7,0.00004670436,0.9702114,0.02398787,0.002551605],"study_design_scores_gemma":[0.0009616659,0.0003047913,0.0007937041,0.0006921077,0.0007185793,0.0001938848,0.00003752689,0.00001046503,0.000394895,0.0000646168,0.9953761,0.0004517203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002342155,0.0002860109,0.0001355217,0.000137671,0.0003805997,0.0005242078,0.00008883831,0.0009829837,0.9972299],"genre_scores_gemma":[0.004226243,0.0001892397,0.00009290046,0.00006420748,0.0001643095,0.000001100206,0.00006142336,0.00007695374,0.9951236],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9713882,"threshold_uncertainty_score":0.9998683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03259128820379124,"score_gpt":0.2243460380509548,"score_spread":0.1917547498471636,"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."}}