{"id":"W2078035747","doi":"10.5935/2238-3182.20130052","title":"Prediction and prevention of spontaneous preterm birth","year":2013,"lang":"en","type":"article","venue":"Revista Médica de Minas Gerais","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Obstetrics; Preterm delivery; Gestation; Premature birth; Incidence (geometry); Pregnancy; Premature rupture of membranes; Cervix; Quarter (Canadian coin); Pediatrics; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001322862,0.0001200484,0.0002616375,0.00008639041,0.00004457384,0.00003625777,0.00005384077,0.00009827291,0.0006469344],"category_scores_gemma":[0.0001014544,0.0001081118,0.00008447906,0.00009766655,0.00009047696,0.0001011257,0.00002876261,0.0001188716,0.00002601094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000465858,"about_ca_system_score_gemma":0.00007225593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004208655,"about_ca_topic_score_gemma":0.000001776867,"domain_scores_codex":[0.9990784,0.00005250235,0.000285198,0.0002025328,0.0001782916,0.0002030774],"domain_scores_gemma":[0.999329,0.00004012736,0.0001093548,0.0002489118,0.00008446623,0.0001881855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005882175,0.0003369491,0.1470948,0.004038346,0.0002820855,0.0005989588,0.001402346,6.760927e-7,0.117757,0.001115962,0.01404804,0.7127366],"study_design_scores_gemma":[0.0025649,0.002267209,0.8966163,0.001607699,0.0003405631,0.007129259,0.0001468039,0.0008247735,0.005113464,0.0007555746,0.08228681,0.0003466731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918336,0.002230574,0.0002622368,0.0002144627,0.00004323237,0.0005496635,0.00002586064,0.0000556944,0.004784652],"genre_scores_gemma":[0.9942269,0.000821939,0.001216334,0.0001005235,0.0001112551,0.00004447965,0.00003252983,0.00001801698,0.003428079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7495215,"threshold_uncertainty_score":0.7083478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224576115178017,"score_gpt":0.2413508582700728,"score_spread":0.2291050971182927,"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."}}