{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003372206,0.0008258771,0.0008135732,0.0007682751,0.0006482707,0.000808022,0.0006697841,0.001033769,0.04107683],"category_scores_gemma":[0.0003724942,0.0003694287,0.0005791313,0.0003923448,0.0006217622,0.0003546931,0.0005708979,0.002325807,0.009663419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007673267,"about_ca_system_score_gemma":0.0005565992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001335606,"about_ca_topic_score_gemma":0.001558764,"domain_scores_codex":[0.9990565,0.0001218514,0.0000540575,0.0002720792,0.0002826385,0.0002128996],"domain_scores_gemma":[0.9997377,0.00004412536,0.00003320031,0.00007500266,0.00004631297,0.00006361782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008450008,0.0004822758,0.0003008504,0.000172754,0.000031,0.0002410444,0.00008055088,0.00009778965,0.9591333,0.003391459,0.009079436,0.02614452],"study_design_scores_gemma":[0.0001497866,0.0007721607,0.001875971,0.00002223641,0.00004740173,0.001031884,0.00005714404,0.0003200592,0.8845361,0.0004788706,0.1106804,0.00002785743],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7403678,0.004275982,0.01940284,0.00462911,0.003111064,0.001033959,0.01006434,0.005403438,0.2117115],"genre_scores_gemma":[0.6763576,0.002074438,0.01459395,0.002013636,0.000244162,0.000500591,0.007792207,0.0006948205,0.2957286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04107683,"threshold_uncertainty_score":0.1374157,"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."}}