{"id":"W2055009618","doi":"10.1038/embor.2008.69","title":"Resistance redux","year":2008,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Redux; Biology; Engineering","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":[0.0001223428,0.00008668289,0.0001003605,0.00001879633,0.0001307513,0.000007778097,0.00006624537,0.00005441124,0.00003333521],"category_scores_gemma":[0.0002605528,0.00008007151,0.00005374503,0.00005675074,0.0001083705,0.000002100621,0.0001093288,0.00004966582,0.00001134085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001167935,"about_ca_system_score_gemma":0.00009355469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001014128,"about_ca_topic_score_gemma":0.00003909639,"domain_scores_codex":[0.9991475,0.00002433444,0.0001689875,0.0002894932,0.000157845,0.0002118685],"domain_scores_gemma":[0.9993401,0.000003785866,0.00006845909,0.0004400739,0.00008178392,0.00006575741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005888897,0.00004167483,0.0184929,0.0000169932,0.00006703416,0.001711153,0.00007427246,0.00000265841,0.7306334,0.00002373157,0.2486819,0.0001953692],"study_design_scores_gemma":[0.0001316173,0.00006192642,0.06067413,0.000009721505,0.000003803956,0.0006412162,0.00001601298,3.943444e-7,0.2340737,0.0001102409,0.7041121,0.0001651222],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655062,0.001107771,0.00005354996,0.0002740031,0.0001719642,0.0001001192,0.00000276348,0.0000188403,0.03276481],"genre_scores_gemma":[0.9709226,0.0003529865,0.000588277,0.00008731566,0.0002348227,0.0000222856,0.00003255843,0.00001375839,0.02774543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4965597,"threshold_uncertainty_score":0.3265221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550559296392318,"score_gpt":0.2637381738857137,"score_spread":0.2482325809217905,"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."}}