{"id":"W3123326375","doi":"10.1038/s41575-020-00397-y","title":"Gastrointestinal biofilms in health and disease","year":2021,"lang":"en","type":"review","venue":"Nature Reviews Gastroenterology & Hepatology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":271,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biofilm; Multicellular organism; Biology; Microbiology; Microorganism; Homeostasis; Human gastrointestinal tract; Extracellular polymeric substance; Gastrointestinal tract; Ecology; Bacteria; Cell biology; Cell","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007992774,0.0008172468,0.003811601,0.0003057686,0.00009170589,0.0000201782,0.0004471429,0.0007963296,0.00003684984],"category_scores_gemma":[0.000603286,0.0007003011,0.0006301809,0.0002324777,0.0002803149,0.000004320912,0.0004425089,0.001934243,0.00002516794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059018,"about_ca_system_score_gemma":0.001446192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001615622,"about_ca_topic_score_gemma":0.0003194007,"domain_scores_codex":[0.9933152,0.002394434,0.001588337,0.001471916,0.00009260165,0.001137482],"domain_scores_gemma":[0.9973614,0.0000445376,0.0008730555,0.0008599125,0.00006356816,0.0007974959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003873147,0.0007254911,0.0684031,0.08910218,0.000306697,0.001202865,0.0000287867,2.790919e-7,0.0001143054,0.0005981015,0.08297335,0.7561576],"study_design_scores_gemma":[0.0004182209,0.0006554159,0.000138153,0.009432654,0.0001227075,0.005367753,0.00000408813,8.419775e-7,2.107346e-7,0.000006888217,0.9835976,0.0002554049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004035827,0.9966939,0.00005400457,0.001022036,0.0003571637,0.001327601,0.0001095176,0.00001521539,0.00001694491],"genre_scores_gemma":[0.00004099806,0.9886888,0.001593482,0.006969203,0.0002364794,0.0002017965,0.002089406,0.00007675181,0.0001031251],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9006243,"threshold_uncertainty_score":0.9995448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231371206410581,"score_gpt":0.3479578039182413,"score_spread":0.3248206832771832,"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."}}