{"id":"W2051923269","doi":"10.1002/adhm.201300301","title":"Polyelectrolyte Multilayer Coating of 3D Scaffolds Enhances Tissue Growth and Gene Delivery: Non‐Invasive and Label‐Free Assessment","year":2013,"lang":"en","type":"article","venue":"Advanced Healthcare Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Polyelectrolyte; Materials science; Gene delivery; Tissue engineering; Scaffold; Nanotechnology; Viability assay; Chitosan; Biomedical engineering; Transfection; Coating; Polymer; In vitro; Chemistry; Biochemistry; Gene; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003011978,0.0003007375,0.0006807359,0.00009846855,0.0002620112,0.0001179052,0.0002048928,0.00009752264,0.0001852926],"category_scores_gemma":[0.0001152774,0.0002708165,0.00001768372,0.0001095832,0.0001859395,0.0006995343,0.0003240054,0.00006377308,0.00002717049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006163261,"about_ca_system_score_gemma":0.00009584989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005003852,"about_ca_topic_score_gemma":0.0003520649,"domain_scores_codex":[0.9977199,0.0002074314,0.0006974846,0.0005408687,0.0002983857,0.0005359097],"domain_scores_gemma":[0.9983161,0.0003549687,0.0005189141,0.000334311,0.0003202427,0.0001554419],"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":[0.00005700254,0.00002688974,0.0006839291,0.0003416786,0.00002095991,0.000003041428,0.0004750282,0.000001494079,0.9957314,0.00008145457,0.00003912481,0.002538023],"study_design_scores_gemma":[0.0007158284,0.0003422885,0.006611119,0.000179184,0.0000183954,0.00001617115,0.0004552629,0.0000126752,0.9911082,0.0002695855,0.00002713825,0.0002441418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948556,0.002008836,0.000126443,0.001218456,0.0007473881,0.0006983174,0.0001974292,0.00007630689,0.00007116198],"genre_scores_gemma":[0.9726742,0.00155278,0.02500527,0.0003739691,0.00009370259,0.0002046739,0.000008918588,0.0000339529,0.00005254878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487883,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502956003886811,"score_gpt":0.312224741103906,"score_spread":0.2971951810650379,"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."}}