{"id":"W3173019425","doi":"10.21203/rs.2.13786/v1","title":"Antibiotic resistance of Streptococcus pneumonia serotypes in Kisii, Kenya","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital","funders":"","keywords":"Serotype; Pneumonia; Antibiotic resistance; Antibiotics; Microbiology; Streptococcus pneumoniae; Medicine; Streptococcus; Virology; Biology; Bacteria; 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":[0.0002535619,0.0003029408,0.0002289461,0.0008035743,0.0006672805,0.0004846721,0.0002277825,0.000365406,0.002393634],"category_scores_gemma":[0.0009530604,0.0002592304,0.0001907329,0.001039317,0.0002614405,0.0002628551,0.0003494932,0.0003372639,0.0003536706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009175054,"about_ca_system_score_gemma":0.0009670831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0660381,"about_ca_topic_score_gemma":0.08850528,"domain_scores_codex":[0.9997166,0.00006732087,0.00002750508,0.00006049481,0.00004047556,0.00008749536],"domain_scores_gemma":[0.9997153,0.00006106976,0.00009142372,0.0000101493,0.00008147881,0.00004055661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004930587,0.0001244017,0.9797863,0.0001448031,0.00006735711,0.0009125358,0.002505038,0.0002264211,0.005931809,0.0003447818,0.0009335307,0.008529931],"study_design_scores_gemma":[0.000006858661,0.0001377431,0.9954321,0.00003580128,0.00002549029,0.000364714,0.002289888,0.00009294715,0.0003484124,0.00002669095,0.001233491,0.000005796397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966339,0.0003290038,0.000062846,0.00005860746,0.000008546341,0.00002186407,0.001476949,0.000001670418,0.001406618],"genre_scores_gemma":[0.9970264,0.0004940116,0.0001245376,0.00003494835,0.000006713468,0.00001530895,0.0007741535,0.000002615473,0.00152144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0660381,"threshold_uncertainty_score":0.1313074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05482393732308703,"score_gpt":0.4011020466992534,"score_spread":0.3462781093761664,"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."}}