{"id":"W4387811940","doi":"10.3390/polym15204173","title":"Sustainable Polyhydroxyalkanoate Production from Food Waste via Bacillus mycoides ICRI89: Enhanced 3D Printing with Poly (Methyl Methacrylate) Blend","year":2023,"lang":"en","type":"article","venue":"Polymers","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Politechnika Lódzka","keywords":"Polyhydroxyalkanoates; Sustainable production; Methacrylate; Pulp and paper industry; Materials science; Production (economics); Waste management; Chemistry; Organic chemistry; Copolymer; Polymer; Bacteria; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001206762,0.0005326949,0.0002971638,0.0002982526,0.00009495309,0.0004993532,0.0002172793,0.000457852,0.0007501728],"category_scores_gemma":[0.000119497,0.0002787705,0.0005582304,0.000386704,0.0001214796,0.0002648268,0.0002871616,0.0005161311,0.0006384414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001480828,"about_ca_system_score_gemma":0.0001038932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527999,"about_ca_topic_score_gemma":0.0006226241,"domain_scores_codex":[0.99986,0.000009052967,0.00001552457,0.00002809679,0.00006135445,0.00002589],"domain_scores_gemma":[0.9999405,0.000007927772,0.00002393457,0.000008837196,0.000009155072,0.000009596319],"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":[0.00001351763,0.000009030829,0.00003506579,0.00002742444,0.000002600209,0.00004121362,0.000007208373,0.0001642793,0.9981668,0.00002378701,0.000008778745,0.001500166],"study_design_scores_gemma":[0.000002627292,0.00004978106,0.0004965252,0.000003659962,0.000007350189,0.00007599354,0.000006079949,0.0007904139,0.997829,0.000009866407,0.0007230271,0.000005606316],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794608,0.001191923,0.0148789,0.00005711846,0.0000422444,0.000052188,0.000425086,0.00030873,0.00358293],"genre_scores_gemma":[0.9768478,0.000946391,0.01890356,0.00003816903,0.00000940043,0.00006498178,0.0003704387,0.00007970487,0.002739565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007501728,"threshold_uncertainty_score":0.002509594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511834338269826,"score_gpt":0.2129609120865178,"score_spread":0.1978425687038196,"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."}}