{"id":"W4410395969","doi":"10.1016/j.jenvman.2025.125639","title":"Improving paper-based packaging with home compostable modified starch coatings: a focus on heat seal optimization","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Material Properties and Processing","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ProAmpac (Canada); McGill University; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal; Centre de Recherche sur les Systèmes Polymères et Composites à Haute Performance","keywords":"Seal (emblem); Starch; Materials science; Waste management; Environmental science; Engineering; Food science; Chemistry","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":[0.0001573434,0.0001490836,0.000175565,0.0001368892,0.0001029056,0.0001059161,0.0001202638,0.0000270996,0.00008888188],"category_scores_gemma":[0.000001236278,0.0001185833,0.00003720499,0.00007724689,0.00002508884,0.0002045329,0.00004509952,0.0001287329,0.000002000333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515949,"about_ca_system_score_gemma":0.000007585746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007947585,"about_ca_topic_score_gemma":9.557041e-7,"domain_scores_codex":[0.9991316,0.0000219625,0.0002957305,0.000112406,0.0002420433,0.0001962833],"domain_scores_gemma":[0.9997482,0.00001524539,0.00006894381,0.000113983,0.000006277669,0.00004737664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003084917,0.00006235697,0.0001357331,0.0003019829,0.00006044762,0.00002498447,0.0000545073,0.9724591,0.01555412,0.00004498304,0.00004791908,0.01094536],"study_design_scores_gemma":[0.004616874,0.001427367,0.001105867,0.001268532,0.0002044894,0.00001273534,0.001046717,0.9560313,0.03250803,0.0001489178,0.001091824,0.0005373239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5854558,0.0005852982,0.4037376,0.0006005107,0.0004393562,0.0004746233,0.00001286419,0.00008074277,0.008613135],"genre_scores_gemma":[0.9901674,0.00007435247,0.009441678,0.0001713037,0.00003498647,0.000005883694,0.000003978144,0.00002424889,0.00007613864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4047116,"threshold_uncertainty_score":0.4835688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00442966787686374,"score_gpt":0.1718052414210565,"score_spread":0.1673755735441928,"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."}}