{"id":"W2921814335","doi":"10.1016/j.colsurfb.2019.03.018","title":"Microalgae harvesting with the novel flocculant hairy cationic nanocrystalline cellulose","year":2019,"lang":"en","type":"article","venue":"Colloids and Surfaces B Biointerfaces","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Ministerio de Economía y Competitividad; Natural Environment Research Council; Sight Research UK; Comunidad de Madrid","keywords":"Flocculation; Nanocellulose; Chemical engineering; Zeta potential; Cellulose; Isoelectric point; Chlorella sorokiniana; Chemistry; Cationic polymerization; Materials science; Chromatography; Nanotechnology; Polymer chemistry; Nanoparticle; Organic chemistry; Botany","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":[],"consensus_categories":[],"category_scores_codex":[0.0002281463,0.0001729528,0.0001702744,0.00002264178,0.0002674133,0.0001335485,0.0001511413,0.00003862185,0.0005593725],"category_scores_gemma":[0.00001008027,0.0001031629,0.00003360489,0.0002304856,0.000258496,0.000188286,0.0001972605,0.00008506201,0.0001629107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004083445,"about_ca_system_score_gemma":0.00001242665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003985562,"about_ca_topic_score_gemma":0.0008449957,"domain_scores_codex":[0.9990133,0.00003041198,0.0001901698,0.0003323555,0.0002253351,0.0002084291],"domain_scores_gemma":[0.999516,0.0000869576,0.0001034799,0.0002134241,0.00002304206,0.00005714065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000109549,0.0001038446,0.6219541,0.0000468496,0.00008495773,0.000001909075,0.002659542,0.02112318,0.3465632,0.0002583972,0.00424319,0.002851256],"study_design_scores_gemma":[0.002019287,0.0003225522,0.7494349,0.00008564968,0.00007389484,0.00003828092,0.003008083,0.09842467,0.01662194,0.00004875953,0.1291191,0.0008029595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896672,0.0004714589,0.001421732,0.001295567,0.00008339348,0.0003518558,0.00001039157,0.00004748346,0.006650897],"genre_scores_gemma":[0.9765115,0.00002744259,0.001320864,0.0001824715,0.00001271989,0.000008647286,0.000006354035,0.00001225832,0.02191773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3299413,"threshold_uncertainty_score":0.6124737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007797536569949345,"score_gpt":0.1935196563550796,"score_spread":0.1857221197851303,"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."}}