{"id":"W2106559589","doi":"10.1086/323339","title":"Dynamics of Penicillin‐Susceptible Clones in Invasive Pneumococcal Disease","year":2001,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Penicillin; Serotype; Multilocus sequence typing; Virulence; clone (Java method); Microbiology; Biology; Typing; Bacteremia; Pneumococcal infections; Streptococcus pneumoniae; Virology; Pneumococcal disease; Antibiotics; Genotype; Genetics; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002379276,0.0001512961,0.0003855518,0.0003435328,0.00009920437,0.00001144238,0.0001317361,0.00005156617,0.0001194978],"category_scores_gemma":[0.0005725448,0.00009498771,0.0002781501,0.0004747787,0.0001996339,0.0001183082,0.00003659105,0.0002989858,0.00001133327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706536,"about_ca_system_score_gemma":0.000508256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004948934,"about_ca_topic_score_gemma":0.000319483,"domain_scores_codex":[0.9986854,0.000163951,0.0005605747,0.00008833638,0.0002969425,0.0002048358],"domain_scores_gemma":[0.9984477,0.0003248971,0.0003801125,0.0002418965,0.000312474,0.0002929851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004992964,0.0008971037,0.9849636,0.000100604,0.0001141122,0.000280242,0.0001492133,0.001697608,0.01052903,0.0001855127,0.00009411124,0.000489589],"study_design_scores_gemma":[0.002190609,0.001242153,0.9913933,0.0003632215,0.0007149362,0.0009411225,0.0004491016,0.0002374344,0.0002761807,0.001777749,0.0002809979,0.0001331628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962267,0.0006531997,0.0001059418,0.001750369,0.0002443821,0.0002289797,0.00001937517,0.00002094826,0.0007500695],"genre_scores_gemma":[0.9975389,0.001846279,0.00000220522,0.0002887278,0.000222091,0.000005184057,0.000004129934,0.00001841642,0.00007406687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01025285,"threshold_uncertainty_score":0.3873486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134339762619049,"score_gpt":0.2681412310904109,"score_spread":0.2567978334642204,"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."}}