{"id":"W3169701864","doi":"10.1002/mame.202000799","title":"Recent Advances in Lipid Derived Bio‐Based Materials for Food Packaging Applications","year":2021,"lang":"en","type":"article","venue":"Macromolecular Materials and Engineering","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Ministry of Agriculture and Forestry; Agriculture Food and Rural Development; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biochemical engineering; Food packaging; Raw material; Active packaging; Nanotechnology; Food industry; Materials science; Biotechnology; Chemistry; Food science; Organic chemistry; Engineering; 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":[0.0003873399,0.0002115547,0.0003426404,0.0000685509,0.0001082546,0.0002751465,0.0001212458,0.00007860123,0.0002674848],"category_scores_gemma":[0.00006659538,0.000195658,0.00003242226,0.0001192543,0.00002982988,0.0001411209,0.00006709644,0.00003177878,0.00000748813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115624,"about_ca_system_score_gemma":0.00004301355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008253845,"about_ca_topic_score_gemma":0.00001803739,"domain_scores_codex":[0.9987014,0.00005907971,0.0003574971,0.0003805705,0.0001298622,0.0003715861],"domain_scores_gemma":[0.9995099,0.00004750522,0.00006724094,0.0002352483,0.00007153145,0.00006855252],"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":[0.00002676422,0.00002449114,0.000006161353,0.0003345984,0.000006730206,0.000004556559,0.00003992462,0.00005430442,0.9907629,0.0003384928,0.00000515959,0.008395921],"study_design_scores_gemma":[0.0003418772,0.00003442666,0.00006736416,0.0001192784,0.00001606103,0.00001062906,0.00002890958,0.00009186095,0.9631969,0.00007340861,0.03576399,0.0002552348],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387414,0.0426014,0.01693961,0.000372396,0.0005240135,0.0003726002,0.0003172336,0.0001023951,0.00002894227],"genre_scores_gemma":[0.9898647,0.001858792,0.00737673,0.0001144674,0.0001317449,0.0005485992,0.00005234621,0.00004509213,0.000007517134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0511233,"threshold_uncertainty_score":0.7978703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223982699546552,"score_gpt":0.2128915907689225,"score_spread":0.200651763773457,"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."}}