{"id":"W2887774052","doi":"10.1111/aji.13030","title":"Amniotic fluid proteomic signatures of cervical insufficiency and their association with length of latency","year":2018,"lang":"en","type":"article","venue":"American Journal of Reproductive Immunology","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital Research Institute of Manitoba; Public Health Agency of Canada; University of Manitoba","funders":"Canadian Institutes of Health Research; Public Health Agency of Canada","keywords":"Cervical insufficiency; Amniotic fluid; Amniocentesis; Medicine; Gestational age; Cervical cerclage; Pregnancy; Obstetrics; Gynecology; Gastroenterology; Andrology; Internal medicine; Fetus; Cervix; Prenatal diagnosis; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004182231,0.0001226283,0.0005972109,0.0001929016,0.00003722578,0.000003072922,0.000114923,0.00006569186,0.00002464932],"category_scores_gemma":[0.0006129072,0.00007972648,0.00007007426,0.0003112661,0.001127716,0.00009151153,0.00003509634,0.0003373925,9.954225e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007118299,"about_ca_system_score_gemma":0.0002091599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005144495,"about_ca_topic_score_gemma":0.000001583126,"domain_scores_codex":[0.9988334,0.0001647778,0.0004289454,0.0002073628,0.000179144,0.00018643],"domain_scores_gemma":[0.9974544,0.00009066475,0.001135657,0.0002596333,0.001010313,0.00004933434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004235865,0.0005245258,0.2110586,0.00005148897,0.00105144,0.0000169625,0.00466955,0.000002744438,0.74074,0.0001569647,0.00006100944,0.03743083],"study_design_scores_gemma":[0.001355795,0.0277481,0.6539472,0.0001659696,0.0001185669,0.0007835092,0.001855248,0.000008968003,0.3134732,0.0002435741,0.000190857,0.0001089402],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996712,0.001555503,0.000151942,0.001034189,0.00013927,0.0001734426,0.000006371323,0.000006685279,0.0002205707],"genre_scores_gemma":[0.9982359,0.0004291202,0.001045782,0.00004261556,0.0002050205,0.000001810662,0.000001420526,0.00001179562,0.00002656564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4428886,"threshold_uncertainty_score":0.4155117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004342110388611153,"score_gpt":0.2216896298041546,"score_spread":0.2173475194155435,"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."}}