{"id":"W4407985727","doi":"10.1101/2025.02.25.25322858","title":"Systematic Review of the Diagnostic Imaging Evaluation of Pulsatile Tinnitus","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Cerebral Venous Sinus Thrombosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Agency for Healthcare Research and Quality; Regeneron Pharmaceuticals","keywords":"Tinnitus; Pulsatile flow; Medicine; Medical physics; Audiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01262517,0.001894451,0.0102418,0.01438279,0.0008024915,0.002863212,0.002328881,0.002212889,0.005258991],"category_scores_gemma":[0.06594929,0.001217156,0.007666887,0.01215068,0.00114641,0.00277741,0.001688349,0.001110924,0.0004150973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004710788,"about_ca_system_score_gemma":0.01275744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007844206,"about_ca_topic_score_gemma":0.02130908,"domain_scores_codex":[0.9828143,0.006300111,0.006843994,0.0009514517,0.002688537,0.0004017397],"domain_scores_gemma":[0.9354664,0.04660634,0.01133728,0.0008984968,0.005287169,0.0004042392],"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":[0.0001820383,0.000009694431,0.0007105718,0.9773976,0.007372965,0.0001027503,0.0001210408,0.00004922266,0.00009221895,0.0001057867,0.0009595149,0.01289655],"study_design_scores_gemma":[0.0002829189,0.0001589923,0.00386749,0.923982,0.06182773,0.0004140731,0.0002252247,0.00007023052,0.0001538796,0.0001950453,0.008795458,0.00002693889],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00173664,0.995805,0.0002242803,0.0002870617,0.0001648276,0.0006593302,0.0007183086,0.00001041739,0.0003941415],"genre_scores_gemma":[0.03154216,0.9637272,0.001338931,0.0008343623,0.0001856191,0.001541149,0.0006143335,0.00001198909,0.0002042696],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01438279,"threshold_uncertainty_score":0.06676906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02936258302643486,"score_gpt":0.3274882503768822,"score_spread":0.2981256673504473,"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."}}