{"id":"W2110660896","doi":"10.1002/cjce.5450780212","title":"Modelling and analysis of membrane‐attached biofilms","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mass transfer; Membrane; Substrate (aquarium); Diffusion; Flux (metallurgy); Limiting; Biofilm; Chemistry; Mass transport; Biophysics; Chemical engineering; Chemical physics; Materials science; Biochemical engineering; Thermodynamics; Chromatography; Biology; Biochemistry; Physics; Bacteria; Organic chemistry; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003418383,0.0006777272,0.0007106636,0.0003567502,0.0004755854,0.000930825,0.0009945655,0.002049426,0.0006651981],"category_scores_gemma":[0.0007760929,0.0003432859,0.0008957044,0.0003368325,0.000524897,0.000555754,0.0006774863,0.0006741792,0.0002222438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007240915,"about_ca_system_score_gemma":0.0007689837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007503419,"about_ca_topic_score_gemma":0.002292293,"domain_scores_codex":[0.9998088,0.00004736672,0.00001104216,0.00003406843,0.00007123823,0.00002734091],"domain_scores_gemma":[0.9997662,0.000128386,0.00002634594,0.00001708762,0.00004571068,0.00001622185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000015805,0.00002681594,0.0004465017,0.00005566395,0.00001555922,0.0001161569,0.0000483698,0.9780359,0.01550549,0.003127615,0.00007067541,0.002535446],"study_design_scores_gemma":[0.00000405929,0.00001994529,0.0002160411,0.000003985506,0.000003126183,0.00001472512,0.00001208226,0.9972361,0.001374848,0.0008322414,0.0002781541,0.000004759747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5977202,0.001566343,0.3897012,0.0004683121,0.0001459958,0.0001408718,0.0003044829,0.0002019856,0.009750551],"genre_scores_gemma":[0.9664227,0.0009312622,0.02829724,0.00003944154,0.00002678235,0.0001842801,0.0001520276,0.00001996531,0.003926335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007503419,"threshold_uncertainty_score":0.01491952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027954355046004,"score_gpt":0.1888282288398631,"score_spread":0.1785486852894031,"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."}}