{"id":"W4392607476","doi":"10.2139/ssrn.4745022","title":"Delivery Mode after Cervical Ripening Among Patients with No Prior Vaginal Births","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Gynecological conditions and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ripening; Obstetrics; Medicine; Gynecology; Biology; Food science","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":[0.0002540931,0.0002016465,0.0004643212,0.000948371,0.0005954712,0.0007913208,0.0004718002,0.0006985941,0.01348492],"category_scores_gemma":[0.003625924,0.0002741113,0.0008241597,0.001134617,0.0002538541,0.0006055635,0.0004891647,0.001192139,0.0009282677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004906553,"about_ca_system_score_gemma":0.0006842894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005704706,"about_ca_topic_score_gemma":0.004051379,"domain_scores_codex":[0.9996039,0.00005738577,0.00004558016,0.0001072392,0.00004804277,0.0001377785],"domain_scores_gemma":[0.9985997,0.0005673661,0.0004506382,0.00007228373,0.00006427521,0.0002456832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009467762,0.0001273705,0.992862,0.00003632619,0.00006060428,0.0006205609,0.0002385289,0.00005082875,0.000248833,0.00008119189,0.0004743826,0.004252561],"study_design_scores_gemma":[0.00004606941,0.0003817934,0.9945873,0.00005877238,0.00007434323,0.001934946,0.001898366,0.0002479249,0.00009768022,0.0001903305,0.0004586905,0.0000237861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997611,0.0004462177,0.00003557342,0.0001297375,0.00002149463,0.000009988155,0.0007647296,0.000004695537,0.0009764013],"genre_scores_gemma":[0.9980737,0.0003504622,0.00003515905,0.00007998337,0.00002871564,0.00001076291,0.0005278215,0.000006836556,0.0008865045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01348492,"threshold_uncertainty_score":0.0451116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00506825328387115,"score_gpt":0.2365544192114816,"score_spread":0.2314861659276105,"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."}}