{"id":"W2038348814","doi":"10.1021/la0486638","title":"Deviation from the Classical Colloid Filtration Theory in the Presence of Repulsive DLVO Interactions","year":2004,"lang":"en","type":"article","venue":"Langmuir","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":448,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"DLVO theory; Deposition (geology); Colloid; Filtration (mathematics); Particle deposition; Particle (ecology); Chemistry; Colloidal particle; Chemical physics; Effluent; Chromatography; Chemical engineering; Environmental engineering; Environmental science; Aerosol; Physical chemistry; Geology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003569728,0.00004090649,0.00004631755,0.000007087142,0.00006681804,0.0000158427,0.000161462,0.00002230931,0.0002832216],"category_scores_gemma":[0.0001412765,0.00002231809,0.00002385617,0.0001308529,0.00008992677,0.0001368657,0.00003066735,0.00009178893,0.00006853855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005940071,"about_ca_system_score_gemma":0.000005145032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008724788,"about_ca_topic_score_gemma":0.002329515,"domain_scores_codex":[0.9993075,0.0002438194,0.000128286,0.00009683302,0.0001616107,0.00006195983],"domain_scores_gemma":[0.9994548,0.0003344304,0.00005699723,0.0001380081,0.000006000053,0.000009765728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004369857,0.001676182,0.2791228,0.00002979954,0.00006481828,0.00002136744,0.2183041,0.00450618,0.16488,0.2565688,0.03032932,0.04405965],"study_design_scores_gemma":[0.0002210927,0.0000220181,0.9682473,0.00001040481,0.000006010656,0.000001181077,0.001442383,0.0001976167,0.005675887,0.01753329,0.006595817,0.00004702041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845525,0.000008673475,0.002017953,0.007278589,0.00005965186,0.0001766795,0.00001365149,0.000009275002,0.005883005],"genre_scores_gemma":[0.998746,0.000001330136,0.00009210541,0.0007310408,0.00002696422,0.00001883377,0.00002047648,0.000001962992,0.0003613252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6891245,"threshold_uncertainty_score":0.3101078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926294962450181,"score_gpt":0.2665781490495507,"score_spread":0.2473151994250489,"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."}}