{"id":"W4296015236","doi":"10.1177/20503121221123893","title":"Perfusion decellularization for vascularized composite allotransplantation","year":2022,"lang":"en","type":"review","venue":"SAGE Open Medicine","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"","keywords":"Decellularization; Extracellular matrix; Medicine; Regeneration (biology); Scaffold; Tissue engineering; Fibronectin; Biomedical engineering; Surgery; Cell biology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00112805,0.0005755916,0.002877556,0.0004093895,0.0003188625,0.00002926713,0.0004357439,0.0002668159,0.002587551],"category_scores_gemma":[0.0002329521,0.0003912202,0.0003700813,0.0005993186,0.0001076239,0.0000720095,0.0001288566,0.0006238903,0.00001945804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002330133,"about_ca_system_score_gemma":0.0002876374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006932278,"about_ca_topic_score_gemma":0.000004000016,"domain_scores_codex":[0.9971947,0.0002350927,0.0009271654,0.0006903026,0.0006055782,0.0003471792],"domain_scores_gemma":[0.9983703,0.0003866817,0.0003300901,0.0005758827,0.00008086672,0.0002562161],"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":[0.0001193511,0.0001103715,0.000002178423,0.01779138,0.0004180488,0.0001677911,0.0005285427,0.00001111817,0.0005741077,0.0002012794,0.001153736,0.9789221],"study_design_scores_gemma":[0.004936807,0.0009240279,0.000004345065,0.02434506,0.004504972,0.0004956772,0.00008224899,0.0002079879,0.00001869383,0.00001154069,0.964116,0.000352649],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000539313,0.9386794,0.05301543,0.0003930092,0.001219336,0.005835297,0.00006894171,0.00009527217,0.0006879383],"genre_scores_gemma":[0.00000613088,0.961635,0.003472295,0.0001130683,0.001100603,0.0009326202,0.01376055,0.0001626055,0.01881714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9785694,"threshold_uncertainty_score":0.999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037179962139124,"score_gpt":0.3926750668393337,"score_spread":0.2889570706254213,"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."}}