{"id":"W4399297139","doi":"10.1136/jnis-2023-021404","title":"Evaluation of flow diverters for cerebral aneurysm therapy: recommendations for imaging analyses in clinical studies, endorsed by ESMINT, ESNR, OCIN, SILAN, SNIS, and WFITN","year":2024,"lang":"en","type":"article","venue":"Journal of NeuroInterventional Surgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Flow diverter; Aneurysm; Medical physics; Radiology; Standardization; Multidisciplinary approach","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":[0.002085919,0.0001367832,0.0004880998,0.0003481972,0.00007016596,0.00003158998,0.00005784972,0.00003378809,0.00005966953],"category_scores_gemma":[0.000739989,0.0001085672,0.0007962247,0.0001713861,0.0000723996,0.0001990935,0.00001739275,0.0001504744,6.991476e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007921469,"about_ca_system_score_gemma":0.000177656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008645091,"about_ca_topic_score_gemma":0.000007464306,"domain_scores_codex":[0.9978591,0.0002376291,0.001185555,0.00021497,0.0003571947,0.0001455649],"domain_scores_gemma":[0.9967059,0.001937125,0.000386135,0.0000950683,0.000806905,0.00006879651],"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":[0.003699912,0.005102765,0.1304867,0.001008324,0.00466607,0.0002193041,0.0005139941,0.0001291551,0.01854674,0.0007426365,0.3490328,0.4858516],"study_design_scores_gemma":[0.02837725,0.006903763,0.6823947,0.005939587,0.01002484,0.005509149,0.001588338,0.187348,0.00511956,0.02458453,0.04113728,0.001072934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541575,0.0179515,0.002484113,0.02272061,0.001441472,0.0009170906,0.0002833404,0.00001907178,0.00002525376],"genre_scores_gemma":[0.9967713,0.001315914,0.001020315,0.0002914982,0.0002613085,0.00005370934,0.0001469652,0.00002107772,0.0001178534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.551908,"threshold_uncertainty_score":0.4427243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2647220312013089,"score_gpt":0.4662505787333199,"score_spread":0.201528547532011,"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."}}