{"id":"W1978885167","doi":"10.2166/wst.2008.029","title":"Polymer production by bacterial strains isolated from activated sludge treating municipal wastewater","year":2008,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Polyhydroxyalkanoates; Erlenmeyer flask; Activated sludge; Bacteria; Nile blue; Laboratory flask; Wastewater; Chemistry; Orange (colour); Food science; Carbon source; Microbiology; Nile red; Strain (injury); Chromatography; Biology; Biochemistry; Waste management; Fluorescence; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002336539,0.0008729779,0.0004484652,0.0004621315,0.0002918547,0.0006117212,0.0002239188,0.0003356071,0.0005528788],"category_scores_gemma":[0.0003827217,0.0002035525,0.0003028683,0.0006915748,0.0001697544,0.0002202671,0.0002954049,0.0003286046,0.0003794202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006791875,"about_ca_system_score_gemma":0.0007211081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02103204,"about_ca_topic_score_gemma":0.02484936,"domain_scores_codex":[0.9996056,0.00004192942,0.00004092275,0.00007412909,0.0001360252,0.0001013734],"domain_scores_gemma":[0.9997982,0.00003397806,0.0000320381,0.00001401698,0.00008344708,0.0000383054],"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":[0.000113864,0.00005621557,0.002117362,0.00006666508,0.000009180109,0.00006630589,0.00005434998,0.00007056354,0.9944643,0.00001294239,0.00003541177,0.00293285],"study_design_scores_gemma":[0.00004202347,0.001099322,0.07809851,0.00002726611,0.00007165326,0.0006139428,0.0003991185,0.001129417,0.9161876,0.00003558529,0.002272611,0.00002295927],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981011,0.0002776649,0.0004717175,0.00004647424,0.00001230659,0.0000363513,0.0005148905,0.00002407211,0.0005155705],"genre_scores_gemma":[0.9895744,0.0008013774,0.003668169,0.00005419271,0.00001235059,0.00007031052,0.003004965,0.00002152997,0.002792753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02103204,"threshold_uncertainty_score":0.04181921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044955054062488,"score_gpt":0.2191465335273362,"score_spread":0.1986969829867113,"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."}}