{"id":"W2898055083","doi":"10.1038/s41598-018-37170-w","title":"Modeling Oral Multispecies Biofilm Recovery After Antibacterial Treatment","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canada Foundation for Innovation; National Safety Academic Fund; National Natural Science Foundation of China; Directorate for Mathematical and Physical Sciences; Division of Mathematical Sciences; National Science Foundation","keywords":"Biofilm; Quorum sensing; Sodium hypochlorite; Chlorhexidine; Microbiology; Chemistry; Bacterial growth; Antibacterial activity; Iodine; Bacteria; Biology; Medicine; Dentistry; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003049637,0.0007479763,0.0007316299,0.0004044832,0.0003471485,0.0007249526,0.001054443,0.002192735,0.001003144],"category_scores_gemma":[0.0008308732,0.0004316628,0.0009950366,0.0002404832,0.0004621861,0.0005266525,0.0006101656,0.0005853061,0.0001920298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000894363,"about_ca_system_score_gemma":0.001018669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01546675,"about_ca_topic_score_gemma":0.006223477,"domain_scores_codex":[0.9998645,0.00002665561,0.0000082452,0.00003863071,0.00003086896,0.00003109896],"domain_scores_gemma":[0.9997073,0.0001391473,0.00006852217,0.0000127041,0.00005123672,0.00002105813],"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":[0.00002154615,0.00003520892,0.0008983769,0.00004918938,0.0000160621,0.00008786986,0.00004112612,0.9883077,0.007349208,0.00149897,0.00008351339,0.001611273],"study_design_scores_gemma":[0.000002109776,0.00001443042,0.0001849541,0.000001771481,0.000004429795,0.00000838696,0.000007928212,0.9991096,0.000378269,0.0002024745,0.00008247359,0.000003169137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.734745,0.001079997,0.2519377,0.0007139752,0.00008743753,0.000152002,0.0005811866,0.0002559532,0.01044683],"genre_scores_gemma":[0.9773958,0.0005477911,0.01338808,0.00006749038,0.00001362815,0.0002737266,0.0002571538,0.00004251794,0.00801378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01546675,"threshold_uncertainty_score":0.03075343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698158981370975,"score_gpt":0.2921207996011083,"score_spread":0.2651392097873985,"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."}}