{"id":"W4313357312","doi":"10.1002/adem.202201415","title":"Designer Scaffolds for Interfacial Bioengineering","year":2022,"lang":"en","type":"article","venue":"Advanced Engineering Materials","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Li Ka Shing Foundation","keywords":"Scaffold; Biocompatible material; Materials science; Regenerative medicine; Decellularization; Tissue engineering; Interface (matter); Modular design; Nanotechnology; Biomedical engineering; Stem cell; Computer science; Engineering; Cell biology; Biology; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004972547,0.0002543706,0.000297932,0.00024422,0.000125547,0.00006047754,0.0004181677,0.00006273186,0.0005104528],"category_scores_gemma":[0.0001225715,0.0002969549,0.00006964612,0.0002948704,0.0000218823,0.0001341499,0.0001958022,0.0001335921,0.000019451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000238738,"about_ca_system_score_gemma":0.00001677877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002357077,"about_ca_topic_score_gemma":1.809001e-7,"domain_scores_codex":[0.9983767,0.00001895933,0.0003663545,0.0002666039,0.0003089025,0.0006624387],"domain_scores_gemma":[0.999361,0.0001615421,0.00002530086,0.0002868735,0.00003173681,0.0001335334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001716753,0.000007709094,0.000001676107,0.0001549779,0.00002786071,0.000003727218,0.00003873433,0.3555495,0.6398054,0.000379851,0.0004421169,0.003571226],"study_design_scores_gemma":[0.0008284934,0.0001585044,0.0001581682,0.00004913889,0.00001481733,0.00002308697,0.0000339065,0.06864934,0.8262295,0.000196149,0.1030148,0.000644105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8072259,0.0002764692,0.1844577,0.00007388384,0.004840015,0.000729122,0.0002450949,0.001971032,0.0001807538],"genre_scores_gemma":[0.9757252,0.00002261505,0.02266098,0.00001964638,0.0002461399,0.0009818887,0.00005566654,0.0001535566,0.0001343357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2869002,"threshold_uncertainty_score":0.9999483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111209908825644,"score_gpt":0.2382380066068926,"score_spread":0.2271259075186362,"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."}}