{"id":"W2096771949","doi":"10.1002/bit.21736","title":"Microbial response to environmental gradients in a ceramic‐based diffusion system","year":2008,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Toronto Metropolitan University","funders":"","keywords":"Diffusion; Matrix (chemical analysis); Ceramic; Materials science; Porosity; Steady state (chemistry); Biological system; Chemistry; Composite material; Thermodynamics","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":[0.00030276,0.0003227486,0.0004225031,0.0001711567,0.0002072395,0.0004743571,0.0002791191,0.0003521778,0.0002518114],"category_scores_gemma":[0.0005433814,0.0002058401,0.0002261905,0.0001685041,0.0003268175,0.000281635,0.0003308784,0.0003646113,0.0001043908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005118762,"about_ca_system_score_gemma":0.0006956954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004116667,"about_ca_topic_score_gemma":0.002912177,"domain_scores_codex":[0.9997461,0.00003423758,0.00002018873,0.00006867249,0.00009236021,0.00003841366],"domain_scores_gemma":[0.9997177,0.000106394,0.00006225083,0.00001562663,0.00006495107,0.0000331336],"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":[0.00004418825,0.000008578064,0.0001320189,0.00002285913,0.000001561531,0.000006600575,0.00001125187,0.000414096,0.99885,0.00004173645,0.000007518887,0.0004596028],"study_design_scores_gemma":[0.00002929324,0.000333316,0.001255513,0.000004555858,0.000009922981,0.00005420609,0.00003146259,0.01482989,0.9828824,0.00004438985,0.0005097698,0.00001520785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990669,0.0001531153,0.008610475,0.00005647864,0.00001327713,0.00003184267,0.0001087224,0.00007612219,0.0002810676],"genre_scores_gemma":[0.986362,0.0002484777,0.0125778,0.00003216523,0.000005288017,0.00004102035,0.0001523842,0.00001295234,0.0005679352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004116667,"threshold_uncertainty_score":0.008185387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009728570100929472,"score_gpt":0.2047774508817221,"score_spread":0.1950488807807927,"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."}}