{"id":"W4323315387","doi":"10.3390/polym15051302","title":"Bio-Based Adhesives Formulated from Tannic Acid, Chitosan, and Shellac for Packaging Materials","year":2023,"lang":"en","type":"article","venue":"Polymers","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shellac; Adhesive; Tannic acid; Materials science; Chitosan; Composite material; Ultimate tensile strength; Polymer science; Chemistry; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002344326,0.0002734638,0.0003594815,0.0002355861,0.0002769885,0.0002168075,0.0002690832,0.0001034981,0.0004280925],"category_scores_gemma":[0.00005510404,0.0002608342,0.00008285129,0.0003414423,0.0001135506,0.0002420365,0.0001095698,0.0000530196,0.0001870959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002238987,"about_ca_system_score_gemma":0.00004975323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002189504,"about_ca_topic_score_gemma":0.000008732773,"domain_scores_codex":[0.9981698,0.00006551934,0.0003623192,0.000535041,0.0002170831,0.0006501825],"domain_scores_gemma":[0.9990879,0.0002261501,0.0001623358,0.0003451277,0.00002225145,0.0001561943],"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":[0.0001235301,0.00001277733,0.0007186517,0.00005235891,0.00002371186,0.000006932005,0.0003700421,0.00001204077,0.9975101,0.00005846904,0.0002606751,0.0008506496],"study_design_scores_gemma":[0.001010704,0.00008204931,0.001968021,0.00008449607,0.00005318663,0.000002267885,0.0001850585,0.0004338187,0.995222,0.0002707148,0.0003602199,0.0003274439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958549,0.0004684459,0.0002460979,0.0006398461,0.0009349962,0.0005009649,0.0006881807,0.000503902,0.0001626846],"genre_scores_gemma":[0.9976065,0.00001254014,0.001404084,0.0002714425,0.0001608834,0.00007639567,0.0003012035,0.00006779641,0.00009916793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002288142,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01540704044926744,"score_gpt":0.2544900305163363,"score_spread":0.2390829900670688,"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."}}