{"id":"W4392659855","doi":"10.1016/j.medengphy.2024.104145","title":"Virtual and analytical self-expandable braided stent treatment models","year":2024,"lang":"en","type":"article","venue":"Medical Engineering & Physics","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université de Montréal; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Siemens Healthineers","keywords":"Stent; Computer science; Biomedical engineering; Engineering; Medicine; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008289711,0.0001514819,0.0002395381,0.00004867774,0.00002427902,0.00003415535,0.00003958281,0.0000772631,0.0001352438],"category_scores_gemma":[0.00007660758,0.0001171109,0.0001316331,0.0001423473,0.00003066527,0.000074034,0.00004142255,0.0001801766,0.00002874028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001118109,"about_ca_system_score_gemma":0.0001200444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001952566,"about_ca_topic_score_gemma":0.000001029183,"domain_scores_codex":[0.999034,0.000006642174,0.0001982655,0.0002194587,0.0003329152,0.0002086646],"domain_scores_gemma":[0.9992871,0.0001924593,0.000008223487,0.0001523419,0.00002529597,0.0003345799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001220933,0.003926411,0.000922316,0.001594524,0.00239275,0.003433573,0.002049017,0.03465112,0.0004296751,0.3570077,0.007006329,0.5864645],"study_design_scores_gemma":[0.0007097234,0.0007051034,0.0003233908,0.000474373,0.0002376209,0.00009833353,0.00002591252,0.9852923,0.0001220693,0.000349336,0.01154197,0.0001199156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7159472,0.003066848,0.274577,0.002737576,0.0008144336,0.0004016734,0.00003159427,0.0009012003,0.00152249],"genre_scores_gemma":[0.9974193,0.0003825017,0.0007796206,0.00009832116,0.0004470505,0.00002460079,0.00002861902,0.00002885268,0.0007911403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9506412,"threshold_uncertainty_score":0.4775645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629631502080746,"score_gpt":0.2683391233697849,"score_spread":0.2520428083489775,"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."}}