{"id":"W1975072818","doi":"10.1007/s10439-014-1209-z","title":"Emerging Trends in Heart Valve Engineering: Part I. Solutions for Future","year":2014,"lang":"en","type":"review","venue":"Annals of Biomedical Engineering","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":96,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Ohio State University","keywords":"Heart valve; Tissue engineering; Heart valve replacement; Biomedical engineering; Process (computing); Biocompatible material; Nanotechnology; Computer science; Materials science; Biochemical engineering; Engineering; Cardiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001639201,0.0005243917,0.001896698,0.0010896,0.00007384117,0.00003051458,0.0007129182,0.0006754444,0.0001601522],"category_scores_gemma":[0.0002354814,0.0004716416,0.0009206703,0.001765577,0.0001367958,0.00008322848,0.0001753397,0.0004577395,0.00003391755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007950499,"about_ca_system_score_gemma":0.0001341211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007977068,"about_ca_topic_score_gemma":0.000001220571,"domain_scores_codex":[0.9962043,0.00005002255,0.001390096,0.0006451678,0.0005312045,0.001179227],"domain_scores_gemma":[0.9981102,0.0005492435,0.000290332,0.0005774559,0.00008593923,0.000386876],"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":[0.000006216766,0.0003325528,2.740292e-7,0.02045401,0.0002061725,0.000004079734,0.000075423,0.0001851461,0.002616755,0.009301534,0.05053042,0.9162874],"study_design_scores_gemma":[0.0001525248,0.00009611767,0.000002913076,0.003754367,0.0001133193,0.00001441848,0.00000267875,0.001714138,0.0001804027,0.00004127007,0.993496,0.0004318722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008142836,0.9602469,0.03581082,0.001452337,0.001421493,0.0005238688,0.0002902541,0.000222439,0.00002373717],"genre_scores_gemma":[0.00003235599,0.9738688,0.02196528,0.0001043442,0.002262821,0.0009306158,0.0006093271,0.0001420314,0.00008446446],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9429656,"threshold_uncertainty_score":0.9997735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04342855958362957,"score_gpt":0.3442285171399804,"score_spread":0.3007999575563509,"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."}}