{"id":"W4281850626","doi":"10.1093/humrep/deac134","title":"#ESHREjc report: diagnosing endometriosis loosens the Gordian knot of infertility treatment","year":2022,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"European Society of Human Reproduction and Embryology","keywords":"Infertility; Endometriosis; Medicine; Gynecology; Knot (papermaking); Pregnancy; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001130474,0.0001610742,0.0003641609,0.0004392159,0.0006244775,0.00001902547,0.0000863383,0.00002825283,0.0006062879],"category_scores_gemma":[0.003596827,0.0001095295,0.0002531779,0.00108305,0.0001337119,0.00005147027,0.0001104558,0.0002221162,0.00001086499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007472316,"about_ca_system_score_gemma":0.0001182457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120288,"about_ca_topic_score_gemma":0.00007208349,"domain_scores_codex":[0.9976654,0.0002637267,0.0004871428,0.0006133951,0.0006852924,0.0002850288],"domain_scores_gemma":[0.9975623,0.0005366065,0.0002391375,0.001385826,0.0001638978,0.0001121595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001046978,0.01004863,0.5923058,0.0002124467,0.001721387,0.001386101,0.002668039,0.0002188896,0.05006241,0.0005585972,0.003187989,0.3365828],"study_design_scores_gemma":[0.005100352,0.006000308,0.6163235,0.00003914474,0.0005478693,0.0019472,0.001052375,0.00001602225,0.2083914,0.0005228452,0.1598014,0.0002575992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907551,0.002561519,0.000009824314,0.002612532,0.0002623005,0.001358663,0.0000163237,0.00006927277,0.002354494],"genre_scores_gemma":[0.9961622,0.0002968211,0.00009268191,0.00003280681,0.0002776547,0.0005026504,0.0001123677,0.0000218046,0.002501018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3363252,"threshold_uncertainty_score":0.6638427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06356871836768503,"score_gpt":0.3523693662646121,"score_spread":0.2888006478969271,"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."}}