{"id":"W4320077564","doi":"10.1098/rsfs.2022.0069","title":"Biofilm thickness controls the relative importance of stochastic and deterministic processes in microbial community assembly in moving bed biofilm reactors","year":2023,"lang":"en","type":"article","venue":"Interface Focus","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"FP7 People: Marie-Curie Actions; European Commission","keywords":"Biofilm; Computer science; Biological system; Microbial population biology; Biochemical engineering; Microbiology; Biology; Bacteria; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008295229,0.0001557199,0.0003010102,0.00008241438,0.0001692717,0.00001316022,0.0004835747,0.0001455296,0.0001286533],"category_scores_gemma":[0.0007923093,0.0001245306,0.00002709133,0.0005237846,0.0006459068,0.000149875,0.0004253674,0.0007730324,0.00004104072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007010478,"about_ca_system_score_gemma":0.00003485586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003147858,"about_ca_topic_score_gemma":0.05246057,"domain_scores_codex":[0.998395,0.0007125474,0.0003591235,0.0001826717,0.00006389475,0.0002868057],"domain_scores_gemma":[0.9975057,0.001945021,0.0001858811,0.0003177793,0.00001454609,0.00003112016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003272714,0.0002089162,0.06901746,0.00006990949,0.00002520672,0.00001126243,0.01612432,0.001108525,0.9123016,0.00006882293,0.0001801586,0.0005565515],"study_design_scores_gemma":[0.004124643,0.001602905,0.8634405,0.0008102951,0.00008508449,0.00009217982,0.009963924,0.002751633,0.09499383,0.02054363,0.0004434756,0.001147918],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986141,0.0001225723,0.0001068412,0.0003088324,0.00007225406,0.0003379455,0.00002746572,0.00002285098,0.0003871037],"genre_scores_gemma":[0.9998303,0.00001323343,0.00003013061,0.00004103791,0.000005184743,0.0000241522,0.000004868172,0.00001100271,0.00004010567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8173078,"threshold_uncertainty_score":0.9648296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02026672887969828,"score_gpt":0.2703434018391923,"score_spread":0.250076672959494,"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."}}