{"id":"W1995231765","doi":"10.1086/429242","title":"Predicting Antimicrobial Resistance in Invasive Pneumococcal Infections","year":2005,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":258,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Azithromycin; Penicillin; Streptococcus pneumoniae; Internal medicine; Pneumococcal infections; Trimethoprim; Ceftriaxone; Antibiotic resistance; Odds ratio; Sulfamethoxazole; Antibiotics; Antimicrobial; Clarithromycin; Microbiology; Helicobacter pylori; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002645964,0.0002411244,0.0005443297,0.0002893819,0.0002643105,0.00004583612,0.00008674106,0.0002478719,0.0001511583],"category_scores_gemma":[0.002494962,0.0002257315,0.0004168064,0.0005989672,0.0003331818,0.0002417412,0.00007237057,0.0006892719,0.0002739873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002032172,"about_ca_system_score_gemma":0.0004805969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002224218,"about_ca_topic_score_gemma":0.00284293,"domain_scores_codex":[0.9977503,0.0002180948,0.0009135478,0.0005165964,0.0001766325,0.0004247848],"domain_scores_gemma":[0.9980394,0.0007840563,0.0001787175,0.0003984572,0.000156156,0.0004431799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000329457,0.002665281,0.9927648,0.0000852099,0.00007764831,0.00006491624,0.00004341087,0.0001183913,0.001762849,0.0001326599,0.001409157,0.0008427686],"study_design_scores_gemma":[0.00247097,0.0003827924,0.9771119,0.0002938693,0.00018824,0.00003815633,0.00001873134,0.00005973372,0.0001395977,0.0001960552,0.01886463,0.0002353405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860517,0.0001566077,0.00004505584,0.002349681,0.0007015159,0.0005561318,0.00003689082,0.0004520353,0.009650405],"genre_scores_gemma":[0.9948835,0.0003124351,0.00001457739,0.002702354,0.00148154,0.00009217212,0.00002322988,0.00003692854,0.0004532952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01745547,"threshold_uncertainty_score":0.9205062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02777221180010808,"score_gpt":0.3460549324056089,"score_spread":0.3182827206055008,"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."}}