{"id":"W2560627454","doi":"10.1093/ofid/ofw194.158","title":"A Platform for Monitoring Regional Antimicrobial Resistance Using Online Data Sources: Resistance Open","year":2016,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Medicine; Antibiotic resistance; Resistance (ecology); Microbiology; Antibiotics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02244111,0.002065735,0.001540577,0.01522294,0.0013338,0.005932984,0.003984041,0.002020453,0.007677578],"category_scores_gemma":[0.05717004,0.001096323,0.001882077,0.01039951,0.0007245084,0.009190394,0.009893204,0.00264713,0.007889912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767201,"about_ca_system_score_gemma":0.004949502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01030074,"about_ca_topic_score_gemma":0.007820279,"domain_scores_codex":[0.9856907,0.003685212,0.002556266,0.003211166,0.004371519,0.0004852252],"domain_scores_gemma":[0.9221351,0.02846397,0.01075428,0.0177993,0.01496175,0.005885745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00209074,0.00126177,0.09247705,0.004884316,0.001757216,0.001236813,0.004877833,0.01159183,0.01758522,0.02014142,0.2955263,0.5465695],"study_design_scores_gemma":[0.0006709251,0.0006652384,0.09828489,0.003171212,0.0007652288,0.0009615899,0.002967753,0.1334515,0.02141514,0.04656686,0.6898844,0.001195294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03859616,0.002836325,0.4546065,0.008659779,0.001013896,0.005361352,0.2097973,0.2554957,0.02363299],"genre_scores_gemma":[0.1229519,0.001806238,0.6511249,0.002102104,0.0005360265,0.004105512,0.2022831,0.009353307,0.005736902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02244111,"threshold_uncertainty_score":0.1186813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06502739917392038,"score_gpt":0.3271027692704718,"score_spread":0.2620753700965514,"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."}}