{"id":"W2006542102","doi":"10.1042/cs20070228","title":"Preventing restenosis after angioplasty: a multistage approach","year":2008,"lang":"en","type":"review","venue":"Clinical Science","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Restenosis; Neointima; Angioplasty; Cardiology; Medicine; Tunica media; Lumen (anatomy); Balloon; Internal medicine; Tunica intima; Vascular smooth muscle; Artery; Neointimal hyperplasia; Stent; Smooth muscle","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":[0.001007219,0.0002798506,0.00137544,0.0001953384,0.0001764085,0.00005578019,0.0004316506,0.000263526,0.0001601578],"category_scores_gemma":[0.003485159,0.0001993449,0.001403413,0.0009077449,0.001129728,0.0001104501,0.0004062232,0.0006344194,0.0002634386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137561,"about_ca_system_score_gemma":0.0007856447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000112031,"about_ca_topic_score_gemma":0.000001978881,"domain_scores_codex":[0.996763,0.0001250387,0.00128074,0.0008780309,0.0005053103,0.0004478992],"domain_scores_gemma":[0.9974595,0.0008707505,0.0003582014,0.0007462957,0.0001398743,0.0004253273],"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":[0.000009957047,0.0007401642,0.001680805,0.002847894,0.00003646771,0.0002415245,0.00001319653,1.282811e-7,2.552766e-8,0.00002708202,0.001248851,0.9931539],"study_design_scores_gemma":[0.0002786878,0.0002837535,0.004455502,0.01245304,0.0005101965,0.0004795046,0.000008922601,0.00007766639,5.201431e-8,0.000004552599,0.9812204,0.0002276984],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003513686,0.9944228,0.000230379,0.00002297319,0.0005333312,0.0008362592,0.00003227942,0.00005668405,0.003513912],"genre_scores_gemma":[0.0003488103,0.9903062,0.005920146,0.00009004601,0.0003852385,0.000150554,0.00002929051,0.00002704361,0.00274267],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9929262,"threshold_uncertainty_score":0.812905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1774580806354772,"score_gpt":0.4748972963662391,"score_spread":0.2974392157307619,"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."}}