{"id":"W1747682610","doi":"10.3389/fpubh.2015.00202","title":"Assessment of MALDI-TOF MS as Alternative Tool for Streptococcus suis Identification","year":2015,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"H2020 European Research Council; Ministerio de Educación, Cultura y Deporte","keywords":"Streptococcus suis; Gold standard (test); Matrix-assisted laser desorption/ionization; Serotype; Biology; Microbiology; Mass spectrometry; Medicine; Chemistry; Chromatography; Genetics; Internal medicine","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":[0.006489324,0.0009711402,0.0008236879,0.004744043,0.000360152,0.001219134,0.0006659089,0.00107087,0.0009470184],"category_scores_gemma":[0.008038566,0.0002708892,0.0003288738,0.001810407,0.0004846079,0.0007904145,0.00079005,0.0004654446,0.0005952314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002971225,"about_ca_system_score_gemma":0.0002884794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005756014,"about_ca_topic_score_gemma":0.0009102187,"domain_scores_codex":[0.9932735,0.002742758,0.0004449846,0.0007991065,0.002487262,0.0002523273],"domain_scores_gemma":[0.9948431,0.002327676,0.000892564,0.0002172174,0.001458501,0.000260983],"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":[0.002281997,0.0003157397,0.2743017,0.0006661963,0.000318137,0.0005677358,0.000586667,0.000664008,0.6140366,0.0002211306,0.0003980382,0.1056421],"study_design_scores_gemma":[0.00008457561,0.005443626,0.5401496,0.0001593987,0.0007023404,0.008522054,0.001120988,0.02613847,0.411886,0.0007023728,0.00492741,0.0001632463],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684303,0.006960246,0.02129187,0.0002675995,0.0001168525,0.00007526606,0.0005584883,0.0001627565,0.002136644],"genre_scores_gemma":[0.9652597,0.001566932,0.03226954,0.00009763918,0.00005582217,0.00003287226,0.0002915955,0.00001274417,0.0004131865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006489324,"threshold_uncertainty_score":0.03431922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07747043711277156,"score_gpt":0.401776853591288,"score_spread":0.3243064164785164,"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."}}