{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001423448,0.0006989238,0.000370828,0.001230047,0.0002681398,0.0006913939,0.0004637429,0.0004770863,0.001346399],"category_scores_gemma":[0.008747993,0.0002475258,0.0004877767,0.0007964346,0.000259934,0.000278619,0.0003556194,0.0005690448,0.0002657697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007131491,"about_ca_system_score_gemma":0.001241725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03370176,"about_ca_topic_score_gemma":0.02779294,"domain_scores_codex":[0.9993685,0.0002330665,0.0000681727,0.00009179259,0.0001539408,0.0000846439],"domain_scores_gemma":[0.9962,0.001730473,0.001082939,0.0001233349,0.0004410802,0.0004221884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004990132,0.00001832804,0.9967821,0.000009801735,0.00002987635,0.00003183941,0.00001829341,0.0007711485,0.0000566694,0.000009571811,0.0001196926,0.00210287],"study_design_scores_gemma":[0.00001862662,0.000251206,0.9728261,0.00005447771,0.000125347,0.0007091455,0.0001383507,0.02463587,0.0003690894,0.0001863412,0.0006703146,0.00001519193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970607,0.00046292,0.001062703,0.0001736781,0.00001235616,0.00002490287,0.0004966229,0.00002856041,0.0006774575],"genre_scores_gemma":[0.9983033,0.0001969018,0.0008406251,0.00001528266,0.000008132801,0.000006634128,0.0005103226,0.000002564181,0.0001162473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03370176,"threshold_uncertainty_score":0.06701118,"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."}}