{"id":"W2944121064","doi":"10.1186/s12884-019-2232-8","title":"Derivation and validation of a model predicting the likelihood of vaginal birth following labour induction","year":2019,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University Health Network; University of Toronto; Mount Sinai Hospital","funders":"University of Toronto","keywords":"Medicine; Logistic regression; Receiver operating characteristic; Generalizability theory; Obstetrics; Cervical dilation; Vaginal delivery; Parity (physics); Reproductive medicine; Pregnancy; Medical record; Bishop score; Gynecology; Cervix; Statistics; Gestation; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001344246,0.0000660995,0.0001387132,0.00004793754,0.00005627942,0.000006240362,0.00002936869,0.00003931535,0.00002405219],"category_scores_gemma":[0.0000208781,0.00004600847,0.00004052838,0.00006886922,0.00002246298,0.0001174633,0.00002613577,0.00008480387,7.961862e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005952169,"about_ca_system_score_gemma":0.00003778329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008811192,"about_ca_topic_score_gemma":0.000008721389,"domain_scores_codex":[0.9994108,0.00002667217,0.0002363452,0.0001155328,0.0001216456,0.00008897234],"domain_scores_gemma":[0.9996553,0.00002128235,0.0001366848,0.0001090156,0.00004432964,0.00003340209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001446268,0.0001022626,0.9721474,0.005471108,0.00004152469,5.119416e-7,0.001541125,0.0001190916,0.003022416,0.002918922,0.000001871433,0.01448914],"study_design_scores_gemma":[0.001603979,0.0004644514,0.9736785,0.004234394,0.00003992277,0.00004315831,0.0003166054,0.007956552,0.009728612,0.001789968,0.00006686205,0.00007701295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963152,0.001292854,0.001616433,0.00009685428,0.00008310162,0.0003160316,0.00002554277,0.00001357512,0.0002403742],"genre_scores_gemma":[0.9987426,0.0001340138,0.000594076,0.00002307008,0.00002634938,0.00001055558,0.000008611882,0.000006611914,0.0004540705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01441213,"threshold_uncertainty_score":0.1876171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332007415024749,"score_gpt":0.2856805397583978,"score_spread":0.2623604656081503,"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."}}