{"id":"W4240761324","doi":"10.21203/rs.2.13786/v2","title":"Antibiotic resistance of Streptococcus pneumonia serotypes in Kisii, Kenya","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital","funders":"","keywords":"Streptococcus pneumoniae; Erythromycin; Pneumonia; Tetracycline; Microbiology; Serotype; Trimethoprim; Ofloxacin; Sulfamethoxazole; Pneumococcal pneumonia; Antibiotics; Medicine; Chloramphenicol; Drug resistance; Internal medicine; Biology; Ciprofloxacin","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":[0.0002575375,0.0002987398,0.0002188368,0.0007634319,0.0006586033,0.0004655402,0.0002244806,0.0003697764,0.002456937],"category_scores_gemma":[0.0009454302,0.0002537789,0.0001883745,0.0009884655,0.0002526252,0.0002600857,0.0003442248,0.0003183226,0.0003741336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009237147,"about_ca_system_score_gemma":0.001008344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07301315,"about_ca_topic_score_gemma":0.09982993,"domain_scores_codex":[0.9997156,0.00007229331,0.0000268492,0.00005906984,0.00004005283,0.00008618661],"domain_scores_gemma":[0.9997277,0.00006230461,0.00008359395,0.000009266257,0.00007769048,0.00003948623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005211527,0.0001311969,0.978017,0.0001560915,0.00006622864,0.0009788441,0.00262711,0.0002846822,0.006332287,0.0003917671,0.001117977,0.009375754],"study_design_scores_gemma":[0.000007721465,0.0001495054,0.9949242,0.00003912327,0.00002600374,0.0003871261,0.002491101,0.0001086326,0.0003855386,0.00002931022,0.001445675,0.000006133399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961985,0.000348554,0.00006764874,0.00006626549,0.000009002626,0.00002375935,0.001629687,0.000001886574,0.001654657],"genre_scores_gemma":[0.9965585,0.0005273875,0.0001428309,0.00003777973,0.000006604419,0.00001785079,0.0008885988,0.000002946932,0.001817477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07301315,"threshold_uncertainty_score":0.1451764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07933291416801512,"score_gpt":0.4106155110311894,"score_spread":0.3312825968631743,"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."}}