{"id":"W2380085070","doi":"","title":"Research Advances in Biosynthesis of Polyhydroxyalkanoates","year":2013,"lang":"en","type":"article","venue":"Anhui nongye kexue","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Polyhydroxyalkanoates; Bioplastic; Biochemical engineering; Limiting; Biotechnology; Renewable energy; Biodegradation; Biodegradable plastic; Biocompatible material; Carbon fibers; Chemistry; Bacteria; Materials science; Biology; Waste management; Organic chemistry; Engineering; Ecology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000958422,0.0001405145,0.0002922406,0.0002694767,0.0001231521,0.0000815335,0.0004649858,0.00009811426,0.002890666],"category_scores_gemma":[0.0001527475,0.0001017605,0.00005135932,0.0004251515,0.0003605064,0.0006503974,0.0001189607,0.0001377075,0.0009637402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002433081,"about_ca_system_score_gemma":0.00005733785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006280378,"about_ca_topic_score_gemma":0.000391337,"domain_scores_codex":[0.9981313,0.0002732403,0.0003790334,0.0003172746,0.0003907257,0.0005084162],"domain_scores_gemma":[0.9988993,0.0004276349,0.00007944442,0.0003882375,0.0001271299,0.00007825064],"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":[0.00003300282,0.0001284831,0.005731903,0.0000883079,0.000004603481,0.000002868341,0.0004247716,0.000002221037,0.9118777,0.0007163394,0.0005945244,0.0803953],"study_design_scores_gemma":[0.00009913177,0.00007700968,0.0029642,0.0001124831,0.000002838126,0.00000198657,0.0006329554,0.00009309829,0.9914928,0.001148936,0.003234832,0.0001397176],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539264,0.03283215,0.00001000462,0.00080944,0.0001607114,0.0001862181,0.00001245219,0.00003402857,0.01202856],"genre_scores_gemma":[0.9976258,0.0007824452,0.0006847911,0.0000500603,0.00005487817,0.00007809245,9.077699e-7,0.00001717935,0.0007058869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08025558,"threshold_uncertainty_score":0.9998142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0326404346515518,"score_gpt":0.2882309763653506,"score_spread":0.2555905417137987,"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."}}