{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001151504,0.0004734295,0.0007590877,0.001506231,0.0002943849,0.0006495719,0.0005122731,0.0004888796,0.001577355],"category_scores_gemma":[0.005024274,0.0001535685,0.0004590376,0.0007325376,0.0002107108,0.0002854953,0.0004426904,0.0007093243,0.0004508374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003891382,"about_ca_system_score_gemma":0.001017567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002298489,"about_ca_topic_score_gemma":0.001987995,"domain_scores_codex":[0.9991289,0.0004061251,0.00009061323,0.00007917035,0.0002294349,0.00006582792],"domain_scores_gemma":[0.9990253,0.000390624,0.0002885179,0.0000372553,0.0001767097,0.00008146087],"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":[0.0004309542,0.0003367288,0.3862884,0.002292003,0.0002696287,0.00198425,0.0005099181,0.0008351773,0.002095004,0.001783975,0.006682862,0.5964912],"study_design_scores_gemma":[0.00005991703,0.001940337,0.9047626,0.004965937,0.0009608087,0.01239328,0.001297547,0.003903848,0.004402361,0.006311795,0.05891419,0.00008735653],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3497714,0.5842575,0.01800075,0.01055279,0.001667721,0.0003629695,0.002245022,0.0004946673,0.0326473],"genre_scores_gemma":[0.7742236,0.2044599,0.01549343,0.0005665224,0.0009073511,0.000170053,0.0008980752,0.00003355697,0.003247412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002298489,"threshold_uncertainty_score":0.006089807,"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."}}