{"id":"W4412902503","doi":"10.3390/molecules30153260","title":"From Nutrition to Innovation: Biomedical Applications of Egg Components","year":2025,"lang":"en","type":"review","venue":"Molecules","topic":"Proteins in Food Systems","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Egg Farmers of Canada; Research Manitoba","keywords":"Drug delivery; Eggshell membrane; Biomaterial; Egg white; Tissue engineering; Biocompatibility; Regenerative medicine; Scaffold; Yolk; Nanotechnology; Biopharmaceutical; Biomedical engineering; Eggshell; Biotechnology; Biology; Materials science; Stem cell; Cell biology; Medicine; Food science; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004087244,0.0006423303,0.000664321,0.001837624,0.0002332735,0.0009926765,0.0004338422,0.001084402,0.002741999],"category_scores_gemma":[0.0004192928,0.0001798418,0.0003011327,0.001420572,0.0006079429,0.001254948,0.0007518439,0.001248436,0.001052814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005059851,"about_ca_system_score_gemma":0.0006459776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005386652,"about_ca_topic_score_gemma":0.0009908151,"domain_scores_codex":[0.9998177,0.00003476231,0.00002210407,0.00002867307,0.00007725121,0.00001965772],"domain_scores_gemma":[0.9998535,0.0000850659,0.00001573297,0.000004807156,0.0000276888,0.0000131828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005205354,0.00006014368,0.0001319507,0.01675689,0.00006788343,0.0003345766,0.0001887758,0.0002321964,0.006540722,0.01688589,0.01616372,0.9425852],"study_design_scores_gemma":[0.000008057094,0.00007572488,0.0004297901,0.002580024,0.00003086376,0.0008381676,0.00007332167,0.00005097166,0.001153023,0.002603291,0.9921466,0.00001012461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002326433,0.9972249,0.0001637906,0.0003003293,0.0001895496,0.000003079767,0.000005889001,0.000004161237,0.001875676],"genre_scores_gemma":[0.001504018,0.9968781,0.0002042354,0.0002511798,0.0001428738,0.000005110729,0.00001114144,0.000001611669,0.001001686],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002741999,"threshold_uncertainty_score":0.009172857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05857991490570091,"score_gpt":0.3190231327903283,"score_spread":0.2604432178846274,"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."}}