{"id":"W4206351656","doi":"10.3390/polym14030383","title":"Preparation and Characterization of Antibacterial Films with Eggshell-Membrane Biopolymers Incorporated with Chitosan and Plant Extracts","year":2022,"lang":"en","type":"article","venue":"Polymers","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Eggshell membrane; Chitosan; Absorption (acoustics); Membrane; Lysozyme; Antibacterial activity; Nuclear chemistry; Materials science; Chromatography; Absorption of water; Chemical engineering; Chemistry; Bacteria; Organic chemistry; Biochemistry; Composite material; Biology","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":[0.0001895482,0.0005074384,0.0001938428,0.0002652801,0.0001396668,0.0002565682,0.0001921799,0.0003864324,0.0005100644],"category_scores_gemma":[0.0002407953,0.0002342562,0.0002297204,0.0002205729,0.0001223427,0.0002768739,0.0001318843,0.0004473483,0.0001084648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594264,"about_ca_system_score_gemma":0.00008847006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004838779,"about_ca_topic_score_gemma":0.00108655,"domain_scores_codex":[0.9999138,0.000009979715,0.00001043737,0.00002140846,0.00002966866,0.00001464273],"domain_scores_gemma":[0.9998007,0.00004745776,0.00006496668,0.00001280383,0.00005126038,0.00002279214],"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":[0.000007789993,0.000005415891,0.00002226094,0.00002062286,0.000001762463,0.00001209157,0.000004718637,0.00001168834,0.99959,0.000004603803,0.000002628911,0.0003165597],"study_design_scores_gemma":[0.000002788725,0.0001065373,0.001466498,0.000005081386,0.00001392365,0.00004930878,0.00001036733,0.0002015592,0.9977201,0.000003503741,0.0004177837,0.000002600885],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919158,0.001550692,0.005253307,0.00003994861,0.00002245545,0.00005537631,0.0001225904,0.00004072872,0.0009991158],"genre_scores_gemma":[0.9800648,0.001798417,0.01586424,0.00005752971,0.00001233816,0.00009017411,0.000233423,0.00003879024,0.001840192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005100644,"threshold_uncertainty_score":0.001706362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00644645443643392,"score_gpt":0.2094663274654805,"score_spread":0.2030198730290466,"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."}}