{"id":"W3011136770","doi":"10.15252/embr.202050249","title":"Exploiting antimicrobial resistance","year":2020,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research; Government of Canada; Adamas University","keywords":"Clinical microbiology; Antibiotic resistance; Antimicrobial; Library science; Biology; Antibiotics; Microbiology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005944677,0.0004823828,0.0003330634,0.0004655294,0.0003621555,0.001507745,0.0004445212,0.0008733798,0.003525582],"category_scores_gemma":[0.000511436,0.000204479,0.000309415,0.0003262208,0.0008384075,0.001083785,0.0009840038,0.00171241,0.001761253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005444369,"about_ca_system_score_gemma":0.0003690763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175986,"about_ca_topic_score_gemma":0.0002844843,"domain_scores_codex":[0.9996482,0.00007166462,0.00002389173,0.0000575343,0.0001206144,0.00007810924],"domain_scores_gemma":[0.9996805,0.00005312645,0.0000640236,0.00007500123,0.00005741513,0.00006991237],"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":[0.0001760688,0.00008397444,0.0005601861,0.0005112265,0.00003607242,0.0005045831,0.0002138526,0.0001765778,0.8156909,0.07874895,0.007661804,0.09563571],"study_design_scores_gemma":[0.00003430764,0.0003718532,0.001323355,0.00008634684,0.00005973399,0.002004187,0.0001548817,0.000497558,0.387744,0.01230311,0.5953903,0.00003041344],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3163795,0.3019123,0.0808677,0.04116681,0.01056765,0.0002900709,0.001017482,0.001725803,0.2460726],"genre_scores_gemma":[0.7916567,0.1043623,0.02893085,0.006549774,0.001573796,0.0001532706,0.0006502286,0.0001867276,0.06593632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003525582,"threshold_uncertainty_score":0.01179427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350420000624399,"score_gpt":0.2379658157683983,"score_spread":0.2244616157621543,"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."}}