{"id":"W2753292934","doi":"10.1038/s41598-017-08057-z","title":"Probing the potential of mucus permeability to signify preterm birth risk","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Materials Research; National Institute of Biomedical Imaging and Bioengineering; National Institute of Environmental Health Sciences; National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada; Materials Research Science and Engineering Center, Harvard University; National Science Foundation","keywords":"Mucus; Amniotic fluid; Cervical mucus; Mucin; Physiology; Medicine; Cervix; Biology; Immunology; Internal medicine; Pregnancy; Pathology; Fetus","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006000252,0.0002458268,0.0002455085,0.0003866534,0.0001809922,0.0003893798,0.0001893388,0.000473575,0.0006542251],"category_scores_gemma":[0.002016523,0.0001431281,0.0001167453,0.0001925711,0.0003852322,0.0003558986,0.0003822901,0.0005680989,0.0001022374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002037208,"about_ca_system_score_gemma":0.0001722113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005120609,"about_ca_topic_score_gemma":0.0004896277,"domain_scores_codex":[0.9997039,0.00014086,0.0000146025,0.00004224882,0.00005700031,0.00004127555],"domain_scores_gemma":[0.9993218,0.0002858127,0.0002247496,0.00003072354,0.00006545172,0.00007144472],"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":[0.001293855,0.00008084448,0.1127809,0.0002313298,0.00006075217,0.0003866962,0.000632113,0.0003225794,0.8683943,0.0002943529,0.0001046939,0.01541759],"study_design_scores_gemma":[0.00003074708,0.003638735,0.6621305,0.00008056677,0.0001905729,0.003186859,0.001904,0.004208751,0.3217266,0.0006449845,0.002200097,0.00005764815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956042,0.002078581,0.001522667,0.00009621862,0.00001258868,0.00001835935,0.00007542619,0.000008224879,0.0005838264],"genre_scores_gemma":[0.9981689,0.0005687863,0.001000916,0.00003302264,0.000004494032,0.00001956795,0.00002929658,0.000002067934,0.0001728714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006542251,"threshold_uncertainty_score":0.003173292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432418761737755,"score_gpt":0.2651161501406377,"score_spread":0.2507919625232602,"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."}}