{"id":"W2100109689","doi":"10.1016/j.mimet.2012.11.013","title":"Effect of gamma radiation on the identification of bacterial pathogens by MALDI-TOF MS","year":2012,"lang":"en","type":"article","venue":"Journal of Microbiological Methods","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada","funders":"Korea Electrotechnology Research Institute","keywords":"Bacteria; Matrix-assisted laser desorption/ionization; Gamma irradiation; Identification (biology); Microbiology; Mass spectrometry; Irradiation; Chemistry; Biology; Chromatography; Physics; Genetics; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00133832,0.0007390967,0.0006433863,0.0002976189,0.0003241378,0.0006966894,0.0003339139,0.00085873,0.001498856],"category_scores_gemma":[0.002681108,0.0005506098,0.0004050238,0.0003764347,0.000488571,0.0003498227,0.0004724095,0.0006744186,0.0006205249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000228683,"about_ca_system_score_gemma":0.0003790915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006596209,"about_ca_topic_score_gemma":0.0007611739,"domain_scores_codex":[0.9987072,0.0004765948,0.0001212212,0.0002071197,0.000355872,0.0001320598],"domain_scores_gemma":[0.9969296,0.002078037,0.0003005558,0.0002003206,0.0003758234,0.0001156897],"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":[0.0005820123,0.00002449731,0.0005783787,0.00008537935,0.00003217146,0.0000634609,0.00009261585,0.0001135457,0.9961034,0.00001473583,0.00004096507,0.002268803],"study_design_scores_gemma":[0.00001125679,0.0003633968,0.004105388,0.00001367416,0.000058216,0.0001739053,0.00004389617,0.000436822,0.9938471,0.00002305268,0.0009090463,0.00001434158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836816,0.004879231,0.009039448,0.0002547512,0.0001247017,0.00006688679,0.0002030847,0.0001180463,0.001632373],"genre_scores_gemma":[0.9803961,0.003107494,0.01361488,0.0005371087,0.00004604375,0.00007391303,0.0003640112,0.0001330736,0.001727418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001498856,"threshold_uncertainty_score":0.007077813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192042638883986,"score_gpt":0.33692921185647,"score_spread":0.3177249479680714,"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."}}