{"id":"W4385751442","doi":"10.1007/s00256-023-04420-6","title":"SSR white paper: guidelines for utilization and performance of direct MR arthrography","year":2023,"lang":"en","type":"review","venue":"Skeletal Radiology","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Bone and Joint Health Institute; University of Calgary; GlaxoSmithKline (Canada)","funders":"","keywords":"Medicine; White paper; Medical physics; Ankle; MEDLINE; Surgery","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":[0.0002356131,0.0003015652,0.001700223,0.0002517743,0.00005196182,0.000003614693,0.00006614116,0.0003189938,0.00002749214],"category_scores_gemma":[0.0001741111,0.0002095493,0.0004467239,0.0003045513,0.0001698623,0.00003447642,0.00003022469,0.0001201056,0.00001053443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002212963,"about_ca_system_score_gemma":0.0001083824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003055796,"about_ca_topic_score_gemma":0.000005176565,"domain_scores_codex":[0.9985597,0.00006831138,0.0006573182,0.0003818678,0.00008823555,0.0002445985],"domain_scores_gemma":[0.9990488,0.0002073898,0.0002448923,0.0002820402,0.000147588,0.00006930577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004832921,0.00004124349,0.0005287156,0.01648006,0.0006966395,0.000006243213,0.00001843118,3.103387e-7,0.000001241994,0.0001267162,0.001844101,0.980208],"study_design_scores_gemma":[0.0005436086,0.00163826,0.0003055399,0.002764338,0.002581812,0.0002280895,0.000009726033,0.00002714029,0.0000071698,0.00003700709,0.9916915,0.0001657872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008799015,0.9966993,0.00001723612,0.00009770594,0.0003498508,0.001282848,0.0001149629,0.00007202344,0.0004862038],"genre_scores_gemma":[0.0002794654,0.9968999,0.0005901432,0.00007653066,0.0002979216,0.0003285315,0.0008269551,0.00005055199,0.0006499765],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9898474,"threshold_uncertainty_score":0.8545174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1782450456051144,"score_gpt":0.433528016087794,"score_spread":0.2552829704826796,"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."}}