{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001375808,0.000409611,0.002369408,0.0006202529,0.0001183196,0.00007320055,0.0001319004,0.0003111734,0.00004069635],"category_scores_gemma":[0.00295693,0.0002909921,0.0002598467,0.0001067097,0.000423657,0.0001310385,0.0002558785,0.0003668634,0.000005205375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001462088,"about_ca_system_score_gemma":0.0002429556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001261379,"about_ca_topic_score_gemma":0.0001844229,"domain_scores_codex":[0.9975913,0.0004365913,0.0005857031,0.0006888732,0.0002967452,0.0004007434],"domain_scores_gemma":[0.9971047,0.001437818,0.0001678255,0.0008284668,0.00005607088,0.0004051071],"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":[0.001373458,0.0002220025,0.0001328512,0.0329478,0.0004561639,0.000155011,0.00007645054,1.014834e-10,4.95383e-8,0.00000496785,0.000005736728,0.9646255],"study_design_scores_gemma":[0.001126011,0.0003494219,0.1293342,0.00698838,0.0003738913,0.00005794236,0.00008318295,9.419827e-7,5.679586e-7,0.00006607156,0.8614226,0.000196807],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002023796,0.992416,3.66247e-7,0.0002641293,0.00005672414,0.001416715,0.0001214131,0.00002722674,0.003673631],"genre_scores_gemma":[0.01253254,0.9869038,0.00002757512,0.00001587431,0.00002178742,0.0002405514,0.00006211486,0.00001888942,0.0001768966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9644287,"threshold_uncertainty_score":0.9999542,"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."}}