{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008695177,0.0004962502,0.0005560988,0.0003219361,0.0007136065,0.0002766578,0.0004970732,0.0001620392,0.0007867044],"category_scores_gemma":[0.0001462336,0.0003794044,0.0001226181,0.0009397204,0.000306542,0.0007467524,0.0002650013,0.0002305236,0.0003695177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009983644,"about_ca_system_score_gemma":0.0001684798,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006948535,"about_ca_topic_score_gemma":0.000215336,"domain_scores_codex":[0.9961321,0.0002770769,0.0005473465,0.001071632,0.0006265778,0.0013453],"domain_scores_gemma":[0.9984137,0.0001596458,0.0003121176,0.0007690658,0.0001201928,0.0002252878],"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":[0.0002131231,0.00004217494,0.0001082297,0.00009969097,0.0001076576,0.00001619605,0.002423252,0.00004666575,0.9078437,0.0000557198,0.00007654895,0.08896705],"study_design_scores_gemma":[0.0003656685,0.0002346242,0.0001300728,0.0001077808,0.0001007504,0.00001025949,0.007011486,0.0002452852,0.9900759,0.000166979,0.0009695129,0.0005817161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811047,0.01352663,0.0008626358,0.0011791,0.0009092825,0.0003953706,0.00004526899,0.0006265045,0.001350477],"genre_scores_gemma":[0.9857395,0.0001502653,0.001789456,0.0001133038,0.0003483233,0.0001210674,0.00001850632,0.00009989479,0.01161974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08838534,"threshold_uncertainty_score":0.9998658,"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."}}