{"id":"W4395073481","doi":"10.1021/acs.biomac.4c00090","title":"A Review of Current Achievements and Recent Challenges in Bacterial Medium-Chain-Length Polyhydroxyalkanoates: Production and Potential Applications","year":2024,"lang":"en","type":"review","venue":"Biomacromolecules","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Faculty of Engineering and Architectural Science, Ryerson University; Natural Sciences and Engineering Research Council of Canada; Mitacs; Government of Canada; Toronto Metropolitan University","keywords":"Polyhydroxyalkanoates; Biochemical engineering; Bioplastic; Flexibility (engineering); Greenhouse gas; Environmental science; Nanotechnology; Engineering; Waste management; Materials science; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007024514,0.0004363115,0.001194116,0.0002314925,0.00007698862,0.00007312848,0.0002493597,0.0001635696,0.00005384053],"category_scores_gemma":[0.00006044451,0.000300745,0.0001256004,0.0002386868,0.0002308426,0.00007999178,0.0002760429,0.0001521447,0.00002290699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004318564,"about_ca_system_score_gemma":0.0001593829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002676168,"about_ca_topic_score_gemma":0.00002114897,"domain_scores_codex":[0.9974725,0.0003301163,0.0008669909,0.0008000974,0.000250241,0.0002800783],"domain_scores_gemma":[0.9990761,0.00003059039,0.000368029,0.0003830898,0.00005176474,0.00009045217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006555433,0.00007777009,1.110738e-7,0.1523179,0.00003778167,0.000002239298,0.00005725191,5.612785e-10,0.003103783,0.00007137086,0.0001252742,0.8442],"study_design_scores_gemma":[0.00006413314,0.00005348163,0.000001186737,0.1282994,0.0006784811,0.00006487247,0.00002026772,4.759056e-7,0.006635486,0.0000509169,0.8638005,0.0003307562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001033702,0.9971603,0.000005347709,0.0004912199,0.0007928512,0.001156699,0.0002214203,0.00003978243,0.00002902717],"genre_scores_gemma":[0.0001114361,0.9988586,0.0001170935,0.00001259486,0.0002298134,0.000550044,0.00006390726,0.00004309345,0.00001347137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8636752,"threshold_uncertainty_score":0.9999444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0786983501153894,"score_gpt":0.3216563788860135,"score_spread":0.2429580287706241,"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."}}