{"id":"W6986541135","doi":"","title":"Prevalence and patterns of antimicrobial resistance of fecal Escherichia coli among pigs on 47 farrow-to-finish farms with different in-feed medication policies in Ontario and British Columbia","year":2008,"lang":"en","type":"article","venue":"PubMed Central","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feces; Antibiotic resistance; Antimicrobial; Escherichia coli; Drug resistance; Multiple drug resistance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001170173,0.00009096429,0.0001812308,0.00002995251,0.00002787923,0.00002139945,0.00009940282,0.00008364809,0.00000636559],"category_scores_gemma":[0.0000800504,0.0001087514,0.00001531785,0.00005753669,0.000205116,0.000006904059,0.00005711336,0.0001371921,3.397465e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004771647,"about_ca_system_score_gemma":0.00006889759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0437916,"about_ca_topic_score_gemma":0.6989485,"domain_scores_codex":[0.9990325,0.00004140805,0.0002679596,0.0001806716,0.0001310068,0.0003464705],"domain_scores_gemma":[0.9995911,0.0000120693,0.0001322453,0.0001301203,0.00002450758,0.0001099356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001092157,0.00008005808,0.995907,0.0001466063,0.00001121383,0.000002615994,0.0008949651,0.00002904889,0.002505669,0.000003512031,0.00008846701,0.0002216203],"study_design_scores_gemma":[0.0008558254,0.0001138186,0.9955752,0.0001502971,0.000007179939,0.000007446631,0.00003781069,0.00001991047,0.003027982,0.000001678995,0.00009136623,0.0001114659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992841,0.0000342105,0.000044868,0.0000650115,0.00003719064,0.0003535371,0.00003401988,0.000003418175,0.0001436429],"genre_scores_gemma":[0.9991149,0.0002397201,0.0001945374,0.00008457688,0.00001639351,0.00002572341,0.00003437271,0.000008752488,0.0002809741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6551569,"threshold_uncertainty_score":0.9625759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005316895329789146,"score_gpt":0.1850779960579888,"score_spread":0.1797611007281997,"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."}}