{"id":"W2978848656","doi":"10.1101/784322","title":"Choosing Your Battles: Which Resistance Genes Warrant Global Action?","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"University of Hong Kong; Broad Institute","keywords":"Psychological intervention; Biology; Antibiotic resistance; Microbiome; Rank (graph theory); Plasmid; Genetics; Gene; Antibiotics; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0089768,0.001738573,0.001839836,0.002779798,0.003138435,0.009981096,0.002317094,0.003424336,0.008491034],"category_scores_gemma":[0.01394429,0.0004357882,0.001381896,0.002349349,0.005570665,0.00676012,0.004129822,0.005199523,0.002287701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003277654,"about_ca_system_score_gemma":0.006745203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004322707,"about_ca_topic_score_gemma":0.007862076,"domain_scores_codex":[0.9944625,0.00213569,0.0002874248,0.001027771,0.00123778,0.0008487123],"domain_scores_gemma":[0.9935523,0.002152422,0.001168873,0.0004294935,0.001514834,0.001182045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007198117,0.0005145057,0.08179045,0.004008001,0.0006507803,0.001907007,0.005559864,0.01236493,0.01871898,0.1882434,0.1029291,0.5825933],"study_design_scores_gemma":[0.00008857114,0.0006758207,0.03552979,0.004538217,0.0005134214,0.001543058,0.02603897,0.01741068,0.00744071,0.5374029,0.3683812,0.0004366474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1992946,0.06028328,0.2107423,0.4229438,0.004532408,0.0006105757,0.003791471,0.002295038,0.09550665],"genre_scores_gemma":[0.8030044,0.02176903,0.1261283,0.0353591,0.001076818,0.0003141161,0.001832278,0.0004177773,0.0100982],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009981096,"threshold_uncertainty_score":0.04747444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700005501981928,"score_gpt":0.2561297024807173,"score_spread":0.239129647460898,"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."}}