{"id":"W4412384180","doi":"10.1002/adhm.202404538","title":"Thermoresponsive BrushGel Microcarriers for Efficient Cell Expansion and Enzyme‐Reduced Harvesting","year":2025,"lang":"en","type":"article","venue":"Advanced Healthcare Materials","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Victoria","keywords":"Microcarrier; Carbodiimide; Materials science; Gelatin; Mesenchymal stem cell; Tissue engineering; Stromal cell; Self-healing hydrogels; Viability assay; Biophysics; Cell culture; Biomedical engineering; Chemistry; Cell; Polymer chemistry; Cell biology; Biochemistry; Medicine; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005710779,0.000191928,0.000306263,0.0001638866,0.0001830483,0.00006443984,0.0001642909,0.0001389203,0.00001704784],"category_scores_gemma":[0.0004870255,0.0001870382,0.00003231335,0.0002001837,0.0000833418,0.00005088085,0.00009737178,0.0001351877,0.000006937102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001361911,"about_ca_system_score_gemma":0.0001195272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007667782,"about_ca_topic_score_gemma":0.00000983673,"domain_scores_codex":[0.9984634,0.00009881672,0.0003938946,0.0003335008,0.0001633721,0.00054701],"domain_scores_gemma":[0.9988623,0.0005294817,0.00005076062,0.0002576166,0.0001283586,0.00017147],"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":[0.0001196561,0.000008282412,0.0000147151,0.00133234,0.00001007764,0.000002227497,0.0003424595,0.0007050376,0.9691073,0.0002318053,0.0001597268,0.02796636],"study_design_scores_gemma":[0.0006711733,0.00006446659,0.001092592,0.0003586306,0.00000720246,0.000001974721,0.0002488344,0.001089807,0.9921725,0.0004020127,0.003713679,0.0001770845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991405,0.001294346,0.004245315,0.0006593703,0.001020169,0.0009089275,0.00008843176,0.0002453741,0.0001331027],"genre_scores_gemma":[0.9910778,0.0001686086,0.007958293,0.0002469885,0.00006814955,0.0001940311,0.00002332542,0.00004475064,0.0002180705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02778928,"threshold_uncertainty_score":0.7627195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291625623823679,"score_gpt":0.3045995929312409,"score_spread":0.2916833366930042,"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."}}