{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001042998,0.0001225887,0.0001373908,0.000009630752,0.00006525718,0.00003334009,0.0001002992,0.00008692953,0.00003519696],"category_scores_gemma":[0.0002347005,0.0001267806,0.00007353558,0.0000696495,0.00005451823,0.00000414028,0.00008715878,0.000065042,0.00001608949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007234986,"about_ca_system_score_gemma":0.00005781011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002307282,"about_ca_topic_score_gemma":0.000007292144,"domain_scores_codex":[0.9989384,0.00002508439,0.0002966391,0.0004260565,0.0001064958,0.0002073372],"domain_scores_gemma":[0.9993465,0.000003977472,0.0001735042,0.0003285752,0.00005147493,0.00009594642],"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":[0.00005482115,0.00001346349,0.01572616,0.00004123169,0.0000208868,0.0003139852,0.00005318728,0.000006534394,0.9393588,0.00003194568,0.04426137,0.0001175662],"study_design_scores_gemma":[0.0001727541,0.00005041777,0.008517366,0.00004588797,0.00001294515,0.0001263142,0.0000653819,0.000003998822,0.7618763,0.00004101309,0.2287818,0.0003057571],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859561,0.0001343684,0.001718742,0.0007048211,0.0002512585,0.0001099023,0.000004482747,0.00003621608,0.01108406],"genre_scores_gemma":[0.9941151,0.00003382764,0.002777244,0.001024144,0.0005781879,0.000002365477,0.00005706386,0.00002748693,0.001384586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1845205,"threshold_uncertainty_score":0.5169963,"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."}}