{"id":"W2890454087","doi":"10.14745/ccdr.v44i05a04","title":"Misidentification of Risk Group 3/Security Sensitive Biological Agents by MALDI-TOF MS in Canada: November 2015–October 2017","year":2018,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Environmental health; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001572528,0.0005023133,0.0002525975,0.0017708,0.004429932,0.001097105,0.001157827,0.0007741289,0.00187686],"category_scores_gemma":[0.003611146,0.0004111843,0.0002891237,0.001895995,0.001363737,0.0004781065,0.001979335,0.001121861,0.00022986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03320489,"about_ca_system_score_gemma":0.04435547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9723213,"about_ca_topic_score_gemma":0.9799111,"domain_scores_codex":[0.9971449,0.0001772433,0.0001625434,0.0002716161,0.001561757,0.0006820859],"domain_scores_gemma":[0.9936737,0.0003580489,0.001711285,0.0001178581,0.003268294,0.0008708346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003523503,0.0001431769,0.9365538,0.0003685065,0.00005293249,0.003372738,0.01801296,0.0002166235,0.00344567,0.0003215588,0.007486023,0.02967366],"study_design_scores_gemma":[0.000007176359,0.0001871489,0.9494073,0.0002527916,0.00002627205,0.00136452,0.03398186,0.0004298328,0.001577239,0.00006173988,0.01265913,0.00004509733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989307,0.001173733,0.0007558225,0.00166188,0.00009631205,0.0001701961,0.001525431,0.00005024242,0.005259398],"genre_scores_gemma":[0.9931546,0.001634743,0.0007513418,0.00100334,0.00002726589,0.00003217082,0.0007835618,0.00001705665,0.002596067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03320489,"threshold_uncertainty_score":0.2409194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01833623421238676,"score_gpt":0.2605034163401015,"score_spread":0.2421671821277148,"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."}}