{"id":"W7095135987","doi":"","title":"Evaluating the Effects of Grain Size and Divalent Cation Concentration on the Attenuation of Viruses and Microspheres through Crushed Silica Sand","year":2008,"lang":"en","type":"article","venue":"","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Surface water; Christian ministry; Grain size; Extraction (chemistry); Water resources; Aquifer; Water quality","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":[],"consensus_categories":[],"category_scores_codex":[0.0001289112,0.0001190267,0.0001512641,0.000001507561,0.0002220461,0.00001152575,0.00007097307,0.00005273449,0.0000617734],"category_scores_gemma":[0.001016696,0.00006963885,0.00003363363,0.0000449299,0.0003331424,0.00004427341,0.00004244078,0.00007576947,2.49415e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001456846,"about_ca_system_score_gemma":0.00001914132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006374939,"about_ca_topic_score_gemma":0.000004449607,"domain_scores_codex":[0.9992724,0.00003481409,0.0002357851,0.0001735651,0.0001905065,0.000092899],"domain_scores_gemma":[0.9978442,0.001671865,0.000187353,0.0002009951,0.00008064856,0.00001497497],"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":[0.0000696782,0.00003982604,0.009512689,0.0003656754,0.00004673061,2.893328e-7,0.002321597,0.000003417354,0.9867721,0.00009568253,0.0002024487,0.0005698784],"study_design_scores_gemma":[0.0005142259,0.00005074507,0.009543793,0.0001144126,0.00004344312,0.000005135066,0.0006212484,0.0001138769,0.9886718,0.0002084281,0.00003983174,0.00007299372],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950764,0.0008187017,0.000009580498,0.0003022056,0.00001633318,0.0001371418,0.000009141748,0.00001139342,0.003619133],"genre_scores_gemma":[0.998932,0.000349863,0.00008584004,0.00009082208,0.00003780755,0.00002379088,0.000004851345,0.000005244477,0.0004697642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003855647,"threshold_uncertainty_score":0.283979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04646968909487114,"score_gpt":0.3106708342061953,"score_spread":0.2642011451113242,"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."}}