{"id":"W4285245929","doi":"10.2139/ssrn.4149389","title":"Fluid Transport in Porous Medium of Different Filter Morphologies with Biofilm Growth","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Porous medium; Biofilm; Porosity; Chemical engineering; Filter (signal processing); Materials science; Chemistry; Biophysics; Composite material; Geology; Bacteria; Computer science; Biology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003729545,0.0002929949,0.0002651537,0.0002498121,0.0003132803,0.000732731,0.0002698656,0.0005161655,0.0006376675],"category_scores_gemma":[0.0008414777,0.0001556184,0.0004435065,0.0002387768,0.0003067899,0.0006006229,0.0002541029,0.0003691563,0.0001082119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004695735,"about_ca_system_score_gemma":0.0004956271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003395008,"about_ca_topic_score_gemma":0.001795,"domain_scores_codex":[0.999671,0.00004748465,0.00002087097,0.00008322363,0.00007341644,0.0001040769],"domain_scores_gemma":[0.9994573,0.0002320375,0.0001194813,0.00002060888,0.0001293741,0.00004113025],"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":[0.0002421011,0.00003558188,0.001092715,0.00005817539,0.00001371296,0.00007747082,0.00008157756,0.0004854641,0.9961797,0.0001692102,0.00005757648,0.001506792],"study_design_scores_gemma":[0.00002039479,0.0003445077,0.005155882,0.000008934148,0.00002519422,0.0000773728,0.0001268658,0.007074119,0.9864934,0.0001043183,0.0005476072,0.00002153589],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979227,0.0002552132,0.001228304,0.00003847767,0.00002020566,0.000008098084,0.0001256871,0.00001957707,0.0003817813],"genre_scores_gemma":[0.9976064,0.0001796486,0.00148915,0.0000192473,0.000007429572,0.000009119481,0.000116496,0.000008871188,0.0005637053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003395008,"threshold_uncertainty_score":0.006750524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0057561592784641,"score_gpt":0.1901435438343632,"score_spread":0.1843873845558991,"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."}}