{"id":"W3196930819","doi":"10.1530/raf-21-0031","title":"Deep learning to diagnose pouch of Douglas obliteration with ultrasound sliding sign","year":2021,"lang":"en","type":"article","venue":"Reproduction and Fertility","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Ultrasound; Sign (mathematics); Deep learning; Pouch; Feature (linguistics); Pelvis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007900767,0.000766115,0.0005433832,0.0006754333,0.0001734621,0.0005584921,0.000716864,0.0007919627,0.0009223981],"category_scores_gemma":[0.002200789,0.0002098479,0.0006898465,0.0003498297,0.0002227948,0.0004301462,0.0006247456,0.0008206169,0.0003540483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006348402,"about_ca_system_score_gemma":0.0007545527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007674861,"about_ca_topic_score_gemma":0.006465468,"domain_scores_codex":[0.9997029,0.00007457034,0.00002709771,0.00008065352,0.00004480342,0.00007005737],"domain_scores_gemma":[0.9994268,0.0002661902,0.00007390219,0.00003659488,0.0001476631,0.00004889246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001317468,0.001021936,0.083856,0.000314227,0.0004338108,0.001003793,0.0001642014,0.3763629,0.0141916,0.001045692,0.01159715,0.5086913],"study_design_scores_gemma":[0.0000175692,0.0001388947,0.003049564,0.00002548174,0.00003302737,0.00009934718,0.00002136619,0.9937715,0.001851312,0.0005698862,0.0004146732,0.000007392575],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7483245,0.003216064,0.2384758,0.001442405,0.0002705524,0.0002380042,0.001523942,0.002207532,0.004301118],"genre_scores_gemma":[0.9693308,0.0003227804,0.02664798,0.0002750564,0.00005307392,0.0000843698,0.001433414,0.00002523985,0.001827333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007674861,"threshold_uncertainty_score":0.0152604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377648827849321,"score_gpt":0.3043842273261028,"score_spread":0.2806077390476096,"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."}}