{"id":"W4294382506","doi":"","title":"Silica nanoparticles for fines stabilization in Ottawa sand packed beds; Uso de nanopartículas de sílice para la estabilización de finos en lechos empacados de arena Ottawa","year":2013,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Nanoparticle; Environmental science; Nanotechnology","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002843327,0.0003874158,0.000712242,0.0004322153,0.0003314121,0.001627798,0.001466814,0.0002364502,0.005343482],"category_scores_gemma":[0.002775005,0.0003579951,0.0002003097,0.0006568907,0.000196619,0.002366379,0.0002919907,0.000338611,0.00002585472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274618,"about_ca_system_score_gemma":0.000542291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009071305,"about_ca_topic_score_gemma":0.002770222,"domain_scores_codex":[0.9959876,0.0009687035,0.001168944,0.0005467698,0.0004089168,0.0009190533],"domain_scores_gemma":[0.9959786,0.002042891,0.0006650036,0.0004875927,0.0003957495,0.0004301753],"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":[0.00009936842,0.0003480779,0.2297176,0.000101554,0.00002662401,0.000009341179,0.00126253,0.002611062,0.7559633,0.0001285169,0.008700114,0.001031891],"study_design_scores_gemma":[0.0007239446,0.00002970438,0.3190197,0.0003080057,0.00005958078,0.00004116385,0.0003146587,0.003241519,0.6655993,0.006570653,0.003698866,0.0003929064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954752,0.001097268,0.0008130177,0.0007115052,0.0001908523,0.001060866,0.00007979161,0.00006460907,0.0005068338],"genre_scores_gemma":[0.9956448,0.0008016915,0.002071437,0.000354823,0.0001510564,0.0006562278,0.00001519148,0.0000683361,0.0002364012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09036403,"threshold_uncertainty_score":0.9998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138902310424745,"score_gpt":0.5139885882946008,"score_spread":0.3750862778698558,"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."}}