{"id":"W2952190474","doi":"10.48550/arxiv.1810.08887","title":"Modeling Oral Multispecies Biofilm Recovery After Antibacterial Treatment","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biofilm; Quorum sensing; Sodium hypochlorite; Chlorhexidine; Microbiology; Chemistry; Bacterial growth; Antibacterial activity; Bacteria; Biology; Medicine; Dentistry","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":[0.000330775,0.0007888032,0.0007774926,0.0004483669,0.0003639438,0.0007967497,0.001072711,0.002338167,0.001095186],"category_scores_gemma":[0.0009431941,0.0004464641,0.001047397,0.0002576279,0.0005378495,0.0005573725,0.0006676621,0.0006208071,0.0001956736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009384637,"about_ca_system_score_gemma":0.001008598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165502,"about_ca_topic_score_gemma":0.006177628,"domain_scores_codex":[0.9998573,0.00002851705,0.000008817377,0.00004122606,0.00003013681,0.00003400636],"domain_scores_gemma":[0.9996698,0.0001581359,0.00007779089,0.00001442962,0.00005535303,0.00002456152],"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":[0.00002306906,0.00003738288,0.001016438,0.00005059872,0.00001786721,0.0000941977,0.00004543571,0.9886817,0.006322495,0.002003056,0.0001105671,0.001597148],"study_design_scores_gemma":[0.000002395605,0.00001409104,0.0002078006,0.000001880594,0.000004789459,0.000008599488,0.000008926375,0.9990497,0.0003152209,0.0002986681,0.00008457519,0.000003349042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7526391,0.001117616,0.2324389,0.0008924084,0.0001036891,0.0001464204,0.0006768101,0.0002700751,0.01171495],"genre_scores_gemma":[0.9789248,0.0005229459,0.01141994,0.00007679125,0.00001696253,0.0002436481,0.0002715581,0.00004702426,0.008476363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0165502,"threshold_uncertainty_score":0.03290778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105732118453601,"score_gpt":0.2420709174961591,"score_spread":0.136338799042558,"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."}}