{"id":"W4415992784","doi":"10.31083/ceog43171","title":"Obstetric Outcomes Across Second to Fourth Labors: Are Low Multiparas Truly Low Risk?","year":2025,"lang":"en","type":"article","venue":"Clinical and Experimental Obstetrics & Gynecology","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Parity (physics); Preterm labor; Retrospective cohort study; Pregnancy; Third trimester; Induction of labor; Labor induction","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":[0.0004135069,0.0003118963,0.0009758098,0.0002770318,0.0002917633,0.0000499208,0.0002236062,0.0003858454,0.001040164],"category_scores_gemma":[0.005888971,0.0002541142,0.0003376725,0.0007603944,0.0002785505,0.0000858108,0.0003759835,0.000608174,0.0003102178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001469476,"about_ca_system_score_gemma":0.00008832938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008708421,"about_ca_topic_score_gemma":0.0001116351,"domain_scores_codex":[0.9970849,0.0001848741,0.001226435,0.0006810115,0.0001960463,0.0006266914],"domain_scores_gemma":[0.9944446,0.004114477,0.0002595031,0.0004115236,0.0001580806,0.0006117806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004472338,0.00239024,0.964479,0.0007159635,0.0002025112,0.0002647953,0.0004622017,0.000005057782,0.0000984982,0.0003607869,0.002253428,0.02832033],"study_design_scores_gemma":[0.005781071,0.001709292,0.8760939,0.0001719096,0.00004131988,0.00002168017,0.001074587,0.0002131506,0.001947257,0.0001477763,0.1125204,0.0002777211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878795,0.003618636,0.00007581658,0.001034891,0.005401324,0.0007154384,0.0003071229,0.00008209552,0.0008852032],"genre_scores_gemma":[0.9726701,0.0002113316,0.000602797,0.006056525,0.00010743,0.00008279584,0.00002020943,0.00002332562,0.02022543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1102669,"threshold_uncertainty_score":0.9999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04022588026277027,"score_gpt":0.4306553424490147,"score_spread":0.3904294621862444,"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."}}