{"id":"W6922117759","doi":"10.1021/acsami.9b05692.s001","title":"Rapid\\nDewatering and Consolidation of Concentrated\\nColloidal Suspensions: Mature Fine Tailings via Self-Healing Composite\\nHydrogel","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dewatering; Tailings; Consolidation (business); Composite number; Leaching (pedology); Colloidal particle","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004834052,0.0001047359,0.000156194,0.00002615186,0.00009193479,0.00002452143,0.0000616332,0.00006426749,0.06208521],"category_scores_gemma":[0.00003756182,0.00009807511,0.00002969566,0.000145755,0.00001468737,0.0001601415,0.0001541732,0.00006434618,0.0005723716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003945697,"about_ca_system_score_gemma":0.000006928882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001858174,"about_ca_topic_score_gemma":0.00001774163,"domain_scores_codex":[0.9992549,0.00002482319,0.0002069894,0.0002030522,0.0001731634,0.0001370153],"domain_scores_gemma":[0.9996126,0.00006652284,0.0001174888,0.0001199744,0.00003017129,0.00005329427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001494894,0.0002038268,0.1884844,0.0005830793,0.0001452842,0.00001391161,0.004875551,0.01847854,0.7324528,0.00007482287,0.0483724,0.006165945],"study_design_scores_gemma":[0.004034088,0.0002165065,0.4584592,0.001691584,0.00007496958,0.00007011954,0.0006300692,0.2140787,0.1589234,0.0001965812,0.1603824,0.001242335],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937975,0.0002780421,0.000008649815,0.0001162399,0.00005947914,0.0004575256,0.002037373,0.00008745645,0.003157674],"genre_scores_gemma":[0.996538,0.000007217412,0.0003204079,0.0000923984,0.00001471502,0.00001044312,0.002903427,0.000008617033,0.0001047129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5735294,"threshold_uncertainty_score":0.9387722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728325760092107,"score_gpt":0.2329464345452975,"score_spread":0.2156631769443764,"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."}}