{"id":"W3121806794","doi":"10.20944/preprints202009.0541.v1","title":"Endometriosis and the Urinary Tract: from Diagnosis to Surgical Treatment","year":2020,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Urinary system; Endometriosis; Surgical planning; Magnetic resonance imaging; Radiological weapon; Surgical procedures; General surgery; Surgery; Radiology; Gynecology; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006007176,0.0006635785,0.001570095,0.0004699214,0.0001690586,0.00006601732,0.0004391134,0.0003244864,0.002075524],"category_scores_gemma":[0.007357612,0.000412003,0.0007360613,0.0006291587,0.0002484785,0.00005038778,0.002297086,0.0009975791,0.001404244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006044402,"about_ca_system_score_gemma":0.0002653747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002401276,"about_ca_topic_score_gemma":0.00001753699,"domain_scores_codex":[0.9957063,0.0004561911,0.0006807875,0.00162327,0.000926209,0.0006072174],"domain_scores_gemma":[0.9878709,0.00903978,0.0001897076,0.001613889,0.0001377748,0.001147902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004383134,0.004102836,0.9580987,0.000165623,0.002706427,0.003126071,0.001687415,0.00001184586,0.0001705007,0.000140476,0.0001230799,0.02528387],"study_design_scores_gemma":[0.0216496,0.001641157,0.7532615,0.0004384037,0.001506476,0.0002370683,0.0001570532,0.00004729499,0.02331712,0.00089978,0.1962619,0.0005826366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537432,0.006566163,0.00000943499,0.02835147,0.0002079724,0.004435922,0.0003784341,0.0001675176,0.006139951],"genre_scores_gemma":[0.957054,0.0361169,0.0002684909,0.0004554177,0.0005042615,0.004579958,0.000198893,0.00007099181,0.000751143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2048372,"threshold_uncertainty_score":0.9998332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1767025756602368,"score_gpt":0.3992148782533472,"score_spread":0.2225123025931104,"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."}}