{"id":"W2485689606","doi":"10.1016/j.watres.2016.07.073","title":"Biodegradation of nanocrystalline cellulose by two environmentally-relevant consortia.","year":2016,"lang":"en","type":"article","venue":"Water Research","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biodegradation; Nanocrystalline material; Cellulose; Pulp and paper industry; Waste management; Chemistry; Environmental science; Chemical engineering; Materials science; Environmental chemistry; Organic chemistry; Nanotechnology; Engineering","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":[0.002095562,0.0001684823,0.0002579764,0.0001718857,0.0001953131,0.00003710892,0.0004782762,0.00005455914,0.002793241],"category_scores_gemma":[0.0001727168,0.00008740055,0.00005537604,0.0001428801,0.001270887,0.0002956731,0.0006457453,0.0001548036,0.001707349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069431,"about_ca_system_score_gemma":0.00004086762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001549406,"about_ca_topic_score_gemma":0.00001421718,"domain_scores_codex":[0.9962299,0.0004538208,0.0004233806,0.0005199584,0.00138695,0.0009859499],"domain_scores_gemma":[0.9988824,0.0002011972,0.00006125971,0.0005034641,0.0001778156,0.0001738358],"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":[0.0001055781,0.0001463024,0.0003288279,0.00004131181,0.00001311012,0.00001461125,0.0001702767,0.000002500124,0.9943594,0.0002284264,0.001968679,0.002620945],"study_design_scores_gemma":[0.0008042015,0.0001938728,0.00003942688,0.00004777697,0.000003373718,0.000002523885,0.00008285684,0.00001652992,0.9752288,0.001556418,0.02188936,0.0001348487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935827,0.0005446467,0.002902967,0.00150242,0.00006510021,0.0004702511,0.000147847,0.00004138528,0.0007426814],"genre_scores_gemma":[0.9857534,0.0005749112,0.0008696805,0.00000933919,0.00004738651,0.00007521231,0.00002889824,0.00002817339,0.01261305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01992068,"threshold_uncertainty_score":0.9990699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04394061420580215,"score_gpt":0.3368275514262597,"score_spread":0.2928869372204576,"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."}}