{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001179923,0.0005340633,0.0003519313,0.00114631,0.001087587,0.0007883289,0.0005371545,0.001392395,0.03940691],"category_scores_gemma":[0.001187163,0.0001652754,0.0004358534,0.0008050051,0.0006285339,0.0005883157,0.0006593067,0.001507581,0.006215976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007755292,"about_ca_system_score_gemma":0.000679305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004036576,"about_ca_topic_score_gemma":0.004919613,"domain_scores_codex":[0.9998672,0.00001780749,0.00001130239,0.00002780837,0.00004502612,0.00003080675],"domain_scores_gemma":[0.9997812,0.000103229,0.00001813735,0.00001961841,0.00003014711,0.00004765666],"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":[0.0002467494,0.000152627,0.006733016,0.001588564,0.00004616579,0.217579,0.001868753,0.0006183436,0.0069836,0.05399872,0.2624535,0.4477309],"study_design_scores_gemma":[0.00002006554,0.00005844779,0.003174065,0.0009026368,0.00001959511,0.3375281,0.0003629769,0.0001375839,0.0007462177,0.006782319,0.6502427,0.00002532022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.02680088,0.1096633,0.003610034,0.0190576,0.003320891,0.0001495457,0.001236317,0.0004058578,0.8357555],"genre_scores_gemma":[0.2811427,0.1018392,0.004573345,0.01454439,0.002106261,0.0001339411,0.001197443,0.0002817424,0.594181],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03940691,"threshold_uncertainty_score":0.1318293,"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."}}