{"id":"W4396571175","doi":"10.1016/j.fpsl.2024.101289","title":"3D printed curcumin-based composite film for monitoring fish freshness","year":2024,"lang":"en","type":"article","venue":"Food Packaging and Shelf Life","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Key Research and Development Program of China Stem Cell and Translational Research","keywords":"Curcumin; Fish <Actinopterygii>; Composite number; 3d printed; Composite film; Composite material; Materials science; Fishery; Food science; Engineering; Chemistry; Biology; Manufacturing engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005487413,0.0003779466,0.0004223187,0.0002656664,0.0004192498,0.000797467,0.0003356486,0.0001250707,0.00006633096],"category_scores_gemma":[0.00009633765,0.0003620171,0.0001536267,0.0003367281,0.0001174734,0.0003296312,0.0001298065,0.0002514606,0.00006733602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006518961,"about_ca_system_score_gemma":0.0001278302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000340271,"about_ca_topic_score_gemma":0.000006096882,"domain_scores_codex":[0.9976306,0.00008430984,0.0004593506,0.0007809928,0.0003544706,0.0006902848],"domain_scores_gemma":[0.9985772,0.0004831328,0.00009354413,0.0004256243,0.000104687,0.0003157481],"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":[0.0001977601,0.0001241149,0.01434847,0.001869036,0.0001637416,0.00004288601,0.002224398,0.001051291,0.9718389,0.0007026608,0.004489827,0.002946931],"study_design_scores_gemma":[0.00140642,0.0005051668,0.002642983,0.001680824,0.0001806805,0.00003735803,0.0003067272,0.02982537,0.9315885,0.0002975025,0.03057347,0.0009550006],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771845,0.001720482,0.01463189,0.001131013,0.002864881,0.0005979521,0.0003644858,0.0009723752,0.0005324513],"genre_scores_gemma":[0.990329,0.000006504353,0.008213425,0.0003088752,0.0006547983,0.0001294405,0.00006145687,0.00009357321,0.0002029393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04025039,"threshold_uncertainty_score":0.9998832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001258543143059,"score_gpt":0.2645712088850455,"score_spread":0.2445586234536149,"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."}}