{"id":"W3173579940","doi":"10.1371/journal.pmed.1003686","title":"Development and validation of a risk prediction model of preterm birth for women with preterm labour symptoms (the QUIDS study): A prospective cohort study and individual participant data meta-analysis","year":2021,"lang":"en","type":"review","venue":"PLoS Medicine","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"Health Technology Assessment Programme; University College London Hospitals NHS Foundation Trust; National Institute for Health and Care Research; Wellcome Trust; UCLH Biomedical Research Centre; Wellcome","keywords":"Medicine; Fetal fibronectin; Obstetrics; Prospective cohort study; Pregnancy; Cohort study; Gestation; Gestational age; Cohort; Premature birth; Birth weight; Preterm delivery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06670678,0.003413843,0.00877248,0.003681778,0.0007238045,0.003292613,0.003723063,0.00268312,0.002787916],"category_scores_gemma":[0.08693995,0.001982454,0.04378168,0.003041559,0.0007657902,0.001558897,0.002470907,0.002807341,0.0004215735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390463,"about_ca_system_score_gemma":0.00267045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007228622,"about_ca_topic_score_gemma":0.008497066,"domain_scores_codex":[0.9673681,0.02578665,0.002288063,0.002893559,0.001233605,0.0004301035],"domain_scores_gemma":[0.944795,0.04574978,0.003633057,0.003187486,0.002136083,0.0004985587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.008391007,0.0001340632,0.06156996,0.01865459,0.8859556,0.00027144,0.0001552276,0.01005995,0.0003285771,0.0004118118,0.001318385,0.01274928],"study_design_scores_gemma":[0.003072177,0.0008908308,0.01331084,0.001727248,0.9643508,0.0001926018,0.00004699206,0.01339917,0.0002221189,0.001077732,0.00164303,0.0000664787],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3397686,0.5640357,0.0696431,0.005098204,0.001741235,0.003275355,0.0124499,0.001044854,0.002943085],"genre_scores_gemma":[0.9417989,0.0233295,0.02553379,0.001518784,0.0003172414,0.002158128,0.004501837,0.0001505857,0.0006911522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06670678,"threshold_uncertainty_score":0.3527834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1950073404421065,"score_gpt":0.356411050669766,"score_spread":0.1614037102276595,"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."}}