{"id":"W2586274172","doi":"10.1016/j.fertnstert.2017.01.009","title":"Biomarkers in endometriosis: challenges and opportunities","year":2017,"lang":"en","type":"review","venue":"Fertility and Sterility","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":236,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Endometriosis; Medicine; Menstruation; Pelvic pain; Infertility; Disease; Menarche; Gynecology; Obstetrics; Internal medicine; Pregnancy; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003099756,0.001003181,0.002624174,0.002914923,0.0004348056,0.002899586,0.001097253,0.002099934,0.002866371],"category_scores_gemma":[0.005471394,0.0004192698,0.0009559714,0.002835426,0.001174086,0.002854719,0.001733256,0.002917232,0.0008303247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009224596,"about_ca_system_score_gemma":0.003241204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467468,"about_ca_topic_score_gemma":0.003071904,"domain_scores_codex":[0.9991066,0.0002703253,0.0001630506,0.0001122833,0.0002722995,0.00007549883],"domain_scores_gemma":[0.9961945,0.002598528,0.0003847598,0.00006187906,0.0006328324,0.0001275347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001635911,0.00006941606,0.001136804,0.02708072,0.0002816817,0.000246159,0.0001383897,0.0003379747,0.0007893309,0.007368232,0.03258516,0.9298025],"study_design_scores_gemma":[0.00005410117,0.0001279988,0.002073296,0.02434994,0.0006189254,0.001394979,0.0003369408,0.000277196,0.0004971157,0.009030071,0.9611825,0.0000569435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004784807,0.9987016,0.00008817368,0.0007286395,0.0002060274,0.000002391811,0.00001328549,0.000003024723,0.000209038],"genre_scores_gemma":[0.0008141611,0.997781,0.0002327446,0.0005197556,0.0004678933,0.00000646688,0.00002248612,0.000001070297,0.0001544343],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003099756,"threshold_uncertainty_score":0.01639324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4646454912880315,"score_gpt":0.4392079991545763,"score_spread":0.0254374921334552,"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."}}