{"id":"W7125093736","doi":"","title":"Biodegradation of Common Post-Consumer Plastic","year":2025,"lang":"","type":"article","venue":"RIT Scholar Works (Rochester Institute of Technology)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodegradation; Microbial biodegradation; Biofilm; Polyethylene; Extreme environment; Extracellular polymeric substance; Degradation (telecommunications); Biodegradable plastic","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001326658,0.0002390287,0.0001024506,0.0005123075,0.0004499346,0.0004609191,0.000166197,0.0001545989,0.0007852973],"category_scores_gemma":[0.0001604944,0.00009817688,0.0001126534,0.0005151682,0.0002642043,0.0002338034,0.0003038815,0.0001128071,0.0001395275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253148,"about_ca_system_score_gemma":0.0009065225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1054578,"about_ca_topic_score_gemma":0.3299229,"domain_scores_codex":[0.9997404,0.00002058124,0.00000982821,0.00004813009,0.000121614,0.00005955562],"domain_scores_gemma":[0.9998546,0.00001192653,0.00007219188,0.000005583599,0.00003611514,0.00001953017],"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":[0.0001480648,0.00008569753,0.4170817,0.0002059179,0.0000320177,0.000977489,0.001503936,0.0004192229,0.5465063,0.00009655525,0.0002206181,0.0327224],"study_design_scores_gemma":[0.000002769812,0.0002351864,0.9113348,0.00002033916,0.00001675382,0.0003315879,0.001344736,0.0004092655,0.08392689,0.00002655022,0.002341432,0.000009658076],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992672,0.0001230406,0.00007925648,0.00001744662,7.249238e-7,0.000005750609,0.00006128212,0.000004232573,0.0004411361],"genre_scores_gemma":[0.9973036,0.0004192676,0.0004854991,0.00001990252,0.000002093167,0.000007066941,0.0001611631,0.000003327009,0.00159805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1054578,"threshold_uncertainty_score":0.2096878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007780501319918792,"score_gpt":0.2272224749504938,"score_spread":0.219441973630575,"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."}}