{"id":"W4296919498","doi":"10.18063/ijb.v8i4.618","title":"3D-Printed Gelatin-Alginate Hydrogel Dressings for Burn Wound Healing: A Comprehensive Study","year":2022,"lang":"en","type":"article","venue":"International Journal of Bioprinting","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Gelatin; Self-healing hydrogels; Wound healing; 3d printed; Biomedical engineering; Materials science; Burn wound; Wound care; Medicine; Chemistry; Surgery; Polymer chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0004099163,0.0001436728,0.0003339653,0.0002465111,0.0002570697,0.00005478803,0.0002469648,0.00002611881,0.00008013153],"category_scores_gemma":[0.0001599937,0.0001301259,0.000167995,0.0001092169,0.00002632438,0.00006733349,0.0001653062,0.000423581,0.000002469116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005642519,"about_ca_system_score_gemma":0.0003622271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002715043,"about_ca_topic_score_gemma":0.0001037802,"domain_scores_codex":[0.998015,0.00004804458,0.0006868952,0.0001874609,0.0008569834,0.0002055688],"domain_scores_gemma":[0.9979804,0.0001974242,0.0006812416,0.0001196169,0.000915952,0.000105346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007090884,0.008661845,0.8394112,0.0002311936,0.009624277,0.005367549,0.01104039,0.006379347,0.04783803,0.001076876,0.001331778,0.06194661],"study_design_scores_gemma":[0.0870517,0.01279655,0.6202986,0.0022166,0.002302952,0.02057995,0.05017862,0.03583437,0.01953157,0.004472268,0.1430385,0.001698341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949675,0.0001801755,0.0009058987,0.002076637,0.001183111,0.0003702027,0.00001430159,0.00002017522,0.0002819821],"genre_scores_gemma":[0.9957575,0.000004635906,0.003045362,0.0004376379,0.000389232,0.00001825464,0.00001387433,0.00002444883,0.0003090543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2191126,"threshold_uncertainty_score":0.5306379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04735238606604916,"score_gpt":0.3628441662555603,"score_spread":0.3154917801895112,"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."}}