{"id":"W4389095823","doi":"10.1002/adfm.202309173","title":"3D Assembly of Cryo(Bio)Printed Modular Units for Shelf‐Ready Scalable Tissue Fabrication","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Brigham Research Institute","keywords":"Modular design; Fabrication; Materials science; Nanotechnology; Scalability; 3D printing; Interface (matter); Self-healing hydrogels; Computer science; Composite material","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":[0.0001852422,0.0004194877,0.0001590837,0.0003021533,0.0001078826,0.0003227825,0.0003635428,0.0003764215,0.001341132],"category_scores_gemma":[0.0002105002,0.0002666927,0.0003311454,0.0001397373,0.0002159519,0.0002447863,0.0003621878,0.0004379339,0.000708451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001673209,"about_ca_system_score_gemma":0.0001297922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163859,"about_ca_topic_score_gemma":0.0003306204,"domain_scores_codex":[0.9998844,0.00001025589,0.00001000181,0.00003278036,0.00004208323,0.00002050173],"domain_scores_gemma":[0.9997848,0.00004017764,0.00007560889,0.00005165952,0.00002250021,0.00002530712],"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":[0.000007695769,0.000008936517,0.00007444531,0.00002506559,0.000003697453,0.000104297,0.00001538063,0.001029311,0.9960611,0.0002027106,0.00007939495,0.002387876],"study_design_scores_gemma":[0.000006711957,0.0001252412,0.001170463,0.000009244392,0.000009511843,0.0002679673,0.00001495968,0.005700029,0.9897043,0.0001087546,0.002871854,0.00001093529],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7761526,0.001286346,0.2126677,0.0001310393,0.0002093906,0.0001543582,0.0006482842,0.001473429,0.007276919],"genre_scores_gemma":[0.8793751,0.0005102755,0.1168851,0.00008152411,0.00002759697,0.0001234719,0.0003040533,0.0001198257,0.002573198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001341132,"threshold_uncertainty_score":0.004486561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03784415368198652,"score_gpt":0.2958292456283355,"score_spread":0.257985091946349,"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."}}