{"id":"W3136265598","doi":"10.1038/s41589-021-00773-y","title":"Water-processable, biodegradable and coatable aquaplastic from engineered biofilms","year":2021,"lang":"en","type":"article","venue":"Nature Chemical Biology","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":120,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; U.S. Department of Health and Human Services; National Institutes of Health; National Science Foundation","keywords":"Biofilm; Nanotechnology; Chemistry; Materials science; 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":[0.000229054,0.0005577602,0.0002990393,0.0002534737,0.0001787717,0.0006514945,0.0003081691,0.0003477542,0.0007432842],"category_scores_gemma":[0.0003527104,0.0002714648,0.0003201405,0.0002260924,0.0002640734,0.0003954834,0.0006322089,0.0006678288,0.0003131922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003494913,"about_ca_system_score_gemma":0.0004847282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002079193,"about_ca_topic_score_gemma":0.003610269,"domain_scores_codex":[0.9997187,0.00002217024,0.00002120601,0.00005003416,0.000116383,0.00007137412],"domain_scores_gemma":[0.9998372,0.00002675288,0.00003558215,0.00001685885,0.00004217042,0.00004142358],"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":[0.00001930181,0.000007574183,0.0000557577,0.00001366112,0.000001823862,0.00002808223,0.00001382668,0.00005895031,0.9991647,0.00002936745,0.00001953419,0.0005874931],"study_design_scores_gemma":[0.000005764802,0.00009786327,0.001497668,0.000003394755,0.00001040944,0.00005916232,0.00003883062,0.0003232984,0.9968522,0.00003161537,0.001072355,0.000007302148],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933724,0.0002583299,0.004033217,0.0001214677,0.00003642523,0.0000378339,0.0004157189,0.00008329609,0.001641231],"genre_scores_gemma":[0.9876144,0.0003074117,0.004042422,0.00004522351,0.000007741119,0.00003290617,0.0009649971,0.00009989653,0.006884977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002079193,"threshold_uncertainty_score":0.004134178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004194631815061865,"score_gpt":0.1932407601769576,"score_spread":0.1890461283618957,"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."}}