{"id":"W3136456493","doi":"10.1101/2021.03.24.436903","title":"Biofilm-forming capacity of <i>Escherichia coli</i> isolated from cattle and beef packing plants: relation to virulence attributes, stage of processing, antimicrobial interventions, and heat tolerance","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Lethbridge","funders":"Beef Cattle Research Council","keywords":"Biofilm; Microbiology; Escherichia coli; Biology; rpoS; Antimicrobial; Virulence; Food science; Bacteria","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":[0.00037805,0.0003271648,0.0003961966,0.0006857769,0.0002181464,0.0005318218,0.0001510213,0.0002547624,0.0009243146],"category_scores_gemma":[0.000712015,0.0001833124,0.000294062,0.0005042079,0.000193594,0.0002395544,0.0003998301,0.0003495236,0.000177789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000223407,"about_ca_system_score_gemma":0.0002018092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006018972,"about_ca_topic_score_gemma":0.004688736,"domain_scores_codex":[0.9995304,0.00006422091,0.00004578732,0.00007908323,0.0001333563,0.0001472252],"domain_scores_gemma":[0.9992198,0.0001809672,0.0001613181,0.00002463971,0.0002275544,0.0001857553],"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":[0.0005744259,0.0001897802,0.1107641,0.000118893,0.00005858968,0.00008644471,0.0003076816,0.00009164867,0.8841154,0.00002111597,0.00007344126,0.003598466],"study_design_scores_gemma":[0.000006207801,0.001627208,0.9026362,0.00001384455,0.00006495258,0.0003164868,0.0009483679,0.0004788159,0.09361193,0.00001431947,0.0002654979,0.0000162164],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99958,0.00006556985,0.00008568592,0.000006746947,0.000001794665,0.000004494976,0.0001255181,0.000001908265,0.0001282889],"genre_scores_gemma":[0.9983215,0.00008248574,0.0005194725,0.00001746242,0.00000325846,0.000007439876,0.0006994465,0.000003186449,0.0003457842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006018972,"threshold_uncertainty_score":0.01196784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01954686129540886,"score_gpt":0.2464675034309334,"score_spread":0.2269206421355245,"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."}}