{"id":"W3095148959","doi":"10.3390/microorganisms8111726","title":"Disinfectant, Soap or Probiotic Cleaning? Surface Microbiome Diversity and Biofilm Competitive Exclusion","year":2020,"lang":"en","type":"article","venue":"Microorganisms","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Claude Leon Foundation","keywords":"Probiotic; Microbiome; Microbiology; Competitive exclusion; Biofilm; Disinfectant; Biology; Pathogen; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001475632,0.0002501795,0.0004325824,0.00006149819,0.0007913064,0.00003429769,0.0001016668,0.0001760735,0.0005856244],"category_scores_gemma":[0.0001383636,0.0002099131,0.00007355161,0.000369647,0.0001709501,0.0001010785,0.0007787956,0.0003403692,0.0001972281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001697663,"about_ca_system_score_gemma":0.0001223296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000157902,"about_ca_topic_score_gemma":0.00004021831,"domain_scores_codex":[0.9986153,0.00009104067,0.0002733383,0.0004957564,0.0001575181,0.0003669978],"domain_scores_gemma":[0.9990605,0.00009409431,0.0001115976,0.000196709,0.0002093328,0.0003278249],"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":[0.0005101502,0.0001006625,0.04896869,0.0004093609,0.00006976385,0.0001527275,0.004512601,0.000001759655,0.9438364,0.000190234,0.0009199675,0.0003276712],"study_design_scores_gemma":[0.01325831,0.005120627,0.1636513,0.000731567,0.000648479,0.001860665,0.003884586,0.0006690672,0.7846251,0.0000796621,0.02408559,0.001385103],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882907,0.0002289375,0.0005491929,0.009035415,0.0002499959,0.0008860902,0.00008278203,0.0002750829,0.0004017487],"genre_scores_gemma":[0.9931608,0.00006543232,0.001259789,0.004919636,0.0001759804,0.000001294624,0.00003769057,0.00004454377,0.0003348732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1592114,"threshold_uncertainty_score":0.856001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0318209116155116,"score_gpt":0.2607925554462147,"score_spread":0.2289716438307031,"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."}}