{"id":"W2912778226","doi":"10.1016/j.athoracsur.2005.10.041","title":"Invited commentary","year":2006,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Extracellular matrix; Cryopreservation; Elastin; Heart valve; Medicine; Decellularization; Extracellular; Aortic valve; Pathology; Cell biology; Anatomy; Cardiology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008018788,0.0015642,0.002946839,0.001314029,0.008539824,0.009766683,0.004183404,0.1260016,0.02398116],"category_scores_gemma":[0.05764554,0.001329735,0.002900616,0.001063579,0.003363697,0.004129149,0.004204972,0.06802738,0.01747874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009313981,"about_ca_system_score_gemma":0.01082753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112801,"about_ca_topic_score_gemma":0.01990458,"domain_scores_codex":[0.9904259,0.002318371,0.0008151306,0.00130349,0.003028964,0.002108177],"domain_scores_gemma":[0.9812047,0.008665221,0.001409264,0.0005649963,0.004093254,0.004062545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001978185,0.000006464398,0.00009205782,0.0000308251,0.000007928924,0.0003689874,0.00006792283,0.00001518067,0.00002652944,0.0007321467,0.9971317,0.00150064],"study_design_scores_gemma":[0.00009008728,0.00002689331,0.0005669988,0.0003728863,0.00004494685,0.0006567116,0.0003563793,0.0001129847,0.0001072911,0.002987173,0.9946339,0.00004369818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001588475,0.001329631,0.0000431099,0.9167385,0.07658562,0.00001963489,0.0000515359,0.0000206852,0.005052545],"genre_scores_gemma":[0.0009967948,0.0004314673,0.00004786246,0.9558114,0.02950366,0.00003211973,0.00001994339,0.00001701604,0.01313972],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1260016,"threshold_uncertainty_score":0.08022493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054540904298079,"score_gpt":0.4243396513528124,"score_spread":0.3188855609230045,"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."}}