{"id":"W4321490245","doi":"10.32920/22141307.v1","title":"Disinfectant, Soap or Probiotic Cleaning? Surface Microbiome Diversity and Biofilm Competitive Exclusion","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Universiteit Stellenbosch","keywords":"Probiotic; Microbiome; Competitive exclusion; Microbiology; Biology; Disinfectant; Pathogen; Biofilm; Food science; Competition (biology); Bacteria; Ecology; Chemistry","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","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003330086,0.0005021147,0.0006818055,0.000165451,0.001040067,0.00008258495,0.0003556132,0.0004237806,0.001237735],"category_scores_gemma":[0.00005157459,0.0003901757,0.0001543544,0.0002500835,0.0004677192,0.00006494812,0.01466642,0.0006200484,0.0009060822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009144272,"about_ca_system_score_gemma":0.00004871645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002239013,"about_ca_topic_score_gemma":0.0007832467,"domain_scores_codex":[0.9976795,0.0001697357,0.0003400289,0.00110816,0.0001763624,0.0005262423],"domain_scores_gemma":[0.9986315,0.0003200218,0.0002101855,0.0005775949,0.0001451564,0.0001155717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002863215,0.002402332,0.4548996,0.003266247,0.006910927,0.005406174,0.1016356,0.00005385257,0.009763543,0.0191853,0.3909902,0.002623058],"study_design_scores_gemma":[0.006517944,0.001314627,0.9389369,0.001920517,0.001583231,0.0003972296,0.02270052,0.0001763163,0.001233818,0.005779664,0.01485426,0.004584987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609117,0.0008821882,0.0009227198,0.002427215,0.003902675,0.001570881,0.000687292,0.0009780913,0.02771725],"genre_scores_gemma":[0.9584011,0.0004175695,0.000759948,0.0003704284,0.0001707981,0.00001209081,0.0001191144,0.0000699685,0.03967893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4840373,"threshold_uncertainty_score":0.9998719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07817966141494283,"score_gpt":0.3233873460228632,"score_spread":0.2452076846079204,"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."}}