{"id":"W4321490244","doi":"10.32920/22141307","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007963683,0.0002845027,0.0005496647,0.0001522517,0.0002658323,0.0006488662,0.000299417,0.0006627681,0.001918717],"category_scores_gemma":[0.001169804,0.0001387377,0.0003491337,0.0001468672,0.0005184742,0.0005621936,0.0005815995,0.0004488298,0.0001752006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088912,"about_ca_system_score_gemma":0.0004829312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286545,"about_ca_topic_score_gemma":0.002718279,"domain_scores_codex":[0.9994424,0.0001542161,0.00002229253,0.0001077968,0.0001437667,0.0001294361],"domain_scores_gemma":[0.9991104,0.0002584268,0.0003478943,0.00004675444,0.00009360876,0.000142889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.008998522,0.001677934,0.05289803,0.0008123798,0.0002313922,0.0002573084,0.0009567423,0.0002655244,0.8727072,0.0003305094,0.0004120991,0.0604525],"study_design_scores_gemma":[0.0001541058,0.04281188,0.6991239,0.0001696744,0.0004642045,0.0005801196,0.003640014,0.001395707,0.2421935,0.0009543042,0.008419217,0.0000933863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980103,0.001165488,0.0001938845,0.0001852651,0.00001927056,0.00001282941,0.00003478702,0.000004280229,0.000373881],"genre_scores_gemma":[0.9974326,0.0006797262,0.0004879712,0.0002679053,0.00002448377,0.00002193774,0.00005412612,0.000004718014,0.001026501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001918717,"threshold_uncertainty_score":0.006418705,"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."}}