{"id":"W7161817532","doi":"10.82308/53514","title":"Antimicrobial resistance in urinary «Escherichia coli» in Quebec, Canada","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ciprofloxacin; Antibiotic resistance; Antimicrobial; Drug resistance; Logistic regression; Urinary system; Medical prescription; Epidemiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005866821,0.000406104,0.0002776209,0.001000603,0.001642451,0.001029047,0.001068413,0.000509263,0.004333649],"category_scores_gemma":[0.002233354,0.0001911632,0.0004985563,0.003117983,0.0005084021,0.0003738163,0.000567064,0.0006495369,0.0002614295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0298394,"about_ca_system_score_gemma":0.0391307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969832,"about_ca_topic_score_gemma":0.9977821,"domain_scores_codex":[0.9993761,0.00006171838,0.00004651414,0.000127536,0.0001794365,0.0002087727],"domain_scores_gemma":[0.9972095,0.0002124884,0.000616205,0.00005821887,0.00141263,0.0004909587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000727028,0.00005255513,0.9775278,0.000156096,0.00006853572,0.000185857,0.0003823328,0.0006654094,0.0004131294,0.0002357162,0.004620018,0.01561994],"study_design_scores_gemma":[0.000008023309,0.00003737476,0.9938766,0.00009081457,0.00002994216,0.000102994,0.0004553263,0.001277734,0.0001213894,0.0000402724,0.003945112,0.0000143621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550449,0.006908744,0.001309323,0.003676178,0.00009839581,0.0001900007,0.0232438,0.0001241326,0.009404529],"genre_scores_gemma":[0.9908417,0.001547404,0.0008498524,0.0004596555,0.00002162232,0.00004247266,0.003529944,0.00001447934,0.002692863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0298394,"threshold_uncertainty_score":0.2165011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007664547007048622,"score_gpt":0.2501394992689603,"score_spread":0.2424749522619117,"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."}}