{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004513663,0.0007865124,0.0006627707,0.00008944973,0.0002054986,0.0003112578,0.0009619827,0.001123075,0.00003766487],"category_scores_gemma":[0.000271505,0.0008661868,0.0002493091,0.0003724092,0.0001601068,0.00001944009,0.0007161525,0.0005150868,0.0001165754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003281716,"about_ca_system_score_gemma":0.001093038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002802506,"about_ca_topic_score_gemma":0.00004369793,"domain_scores_codex":[0.9961707,0.0001848442,0.0006754995,0.001732319,0.0004486453,0.0007880185],"domain_scores_gemma":[0.9959803,0.00001809483,0.0006087009,0.002395409,0.000741238,0.000256243],"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":[0.0001732107,0.00009441061,0.06092745,0.0006014482,0.000272479,0.00001677653,0.000002416779,0.0001473256,0.9357629,0.0001606403,0.001838094,0.000002826264],"study_design_scores_gemma":[0.0008375259,0.00007619661,0.3511461,0.0008466531,0.0001885078,1.004719e-7,0.00001249192,0.00007292072,0.5804911,0.000004671392,0.06456038,0.001763339],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834143,0.005525826,0.005947236,0.0002106844,0.003363616,0.0007102278,0.0005768967,0.0001630997,0.00008809184],"genre_scores_gemma":[0.9893461,0.002129122,0.006634591,0.000158992,0.001398045,0.00004740729,0.000005433645,0.0001650611,0.0001152623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3552718,"threshold_uncertainty_score":0.9993789,"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."}}