{"id":"W2035838543","doi":"10.1021/es025871i","title":"Interpreting Deposition Patterns of Microbial Particles in Laboratory-Scale Column Experiments","year":2003,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":198,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Yale University; U.S. Environmental Protection Agency","keywords":"Deposition (geology); Particle deposition; Particle (ecology); Porous medium; Filtration (mathematics); Chemistry; Particle size; Particle-size distribution; Sediment; Range (aeronautics); Chemical physics; Mineralogy; Porosity; Materials science; Geology; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007609635,0.0003484279,0.000404156,0.0004971263,0.0004106097,0.0006783666,0.0005565032,0.0005159712,0.0004936996],"category_scores_gemma":[0.001312138,0.0002505685,0.0003109768,0.0004831729,0.000342449,0.0003401085,0.0003927862,0.0005584049,0.0001778518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000724468,"about_ca_system_score_gemma":0.0003758055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004293105,"about_ca_topic_score_gemma":0.006868252,"domain_scores_codex":[0.9996085,0.0000496738,0.00003071427,0.0001440385,0.0001203449,0.00004672585],"domain_scores_gemma":[0.998921,0.0004934822,0.0001500406,0.000134498,0.0002320214,0.00006904544],"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":[0.0001748673,0.0001609305,0.01956348,0.000126616,0.00002794493,0.00008370603,0.00009078677,0.001865157,0.9716177,0.0001287766,0.0001998924,0.005960158],"study_design_scores_gemma":[0.00005299561,0.0009868304,0.1300449,0.00002095816,0.00009004314,0.0002208812,0.0003509621,0.05639451,0.809472,0.0005505757,0.001752769,0.00006259642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755291,0.0003462304,0.02152659,0.00004608744,0.00002492646,0.0001359323,0.001043413,0.0002317698,0.001116056],"genre_scores_gemma":[0.976091,0.0003877435,0.02171387,0.0001214028,0.00001141707,0.0001562589,0.0009795668,0.00007124023,0.0004675839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004293105,"threshold_uncertainty_score":0.008536279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005671157988267814,"score_gpt":0.2279219216937978,"score_spread":0.22225076370553,"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."}}