{"id":"W4386167178","doi":"10.31083/j.ceog5008177","title":"The Effect of Induction of Labor on Second Stage Duration in Nulliparous Women, before and after the ACOG and SMFM Change in Guidelines","year":2023,"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":"Medicine; Stage (stratigraphy); Labor induction; Induction of labor; Duration (music); Obstetrics; Guideline; Gynecology; Pregnancy; Oxytocin; Internal medicine","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":[0.0007014703,0.00007914563,0.0002603406,0.0001063753,0.00004171589,0.000005460715,0.0000344438,0.0001085064,0.00007878576],"category_scores_gemma":[0.001108742,0.00004322012,0.00002896985,0.0002239548,0.0002189138,0.00003735047,0.00007464644,0.0001640319,0.000002039265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002706054,"about_ca_system_score_gemma":0.000009520349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006569607,"about_ca_topic_score_gemma":0.0002497302,"domain_scores_codex":[0.9988862,0.0001612045,0.0005840141,0.000153669,0.00007321149,0.0001416628],"domain_scores_gemma":[0.9980035,0.001714643,0.0001128264,0.00008811111,0.00002611165,0.00005484092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002025064,0.0002330589,0.9249151,0.0007570316,0.00002345143,0.00004973237,0.002761006,4.62924e-7,0.0007611128,0.0005214608,0.00006849736,0.06788404],"study_design_scores_gemma":[0.002300597,0.005845548,0.9803407,0.00008207814,0.000004820661,0.00001133323,0.0009757605,0.0001966721,0.002795905,0.0001614833,0.007238114,0.00004701258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960665,0.001779062,8.05405e-8,0.00120569,0.000467405,0.0004226501,0.00002832102,0.000005072562,0.00002519319],"genre_scores_gemma":[0.9977729,0.000738702,0.000005275002,0.0003213705,0.00004922223,0.0001753918,0.0000044252,0.000005441974,0.0009273098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06783702,"threshold_uncertainty_score":0.1762465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06735195934489929,"score_gpt":0.4325968646369457,"score_spread":0.3652449052920465,"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."}}