{"id":"W4389765217","doi":"10.1016/j.fertnstert.2023.12.008","title":"Noninvasive diagnostic imaging for endometriosis part 1: a systematic review of recent developments in ultrasound, combination imaging, and artificial intelligence","year":2023,"lang":"en","type":"review","venue":"Fertility and Sterility","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Department of Health and Aged Care, Australian Government","keywords":"Ultrasound imaging; Ultrasound; Endometriosis; Medicine; Medical physics; Radiology; Gynecology","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":[0.002410042,0.001156968,0.005044883,0.006129188,0.000247123,0.001510975,0.00116608,0.001360558,0.004856401],"category_scores_gemma":[0.009016419,0.0005959819,0.00399408,0.00671986,0.0005847215,0.001712467,0.0009897471,0.00102545,0.0004014397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009211238,"about_ca_system_score_gemma":0.003118635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00387284,"about_ca_topic_score_gemma":0.01241273,"domain_scores_codex":[0.9986742,0.0003493482,0.0004760015,0.0001501322,0.0003056808,0.00004466389],"domain_scores_gemma":[0.9922725,0.006068773,0.001056281,0.00006475523,0.0004526311,0.00008501726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003111016,0.00004820239,0.0006499247,0.6934952,0.005165705,0.000105128,0.000083508,0.0002056407,0.0004692006,0.0004574646,0.006352006,0.292657],"study_design_scores_gemma":[0.0007084961,0.0005924666,0.01035974,0.7523072,0.06861327,0.00148305,0.0003411199,0.0004127513,0.0004923764,0.001326624,0.1632245,0.0001382661],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008245686,0.9996779,0.00003721949,0.00006240402,0.00002787194,0.00001375368,0.00004453307,0.000001395396,0.00005254144],"genre_scores_gemma":[0.0006853808,0.99891,0.0001555548,0.0001270369,0.00004188218,0.00001632661,0.0000367444,7.325925e-7,0.00002645724],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006129188,"threshold_uncertainty_score":0.01624632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276398160416647,"score_gpt":0.3985401083678377,"score_spread":0.270900292326173,"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."}}