{"id":"W7055920487","doi":"","title":"Detailed genomic and antimicrobial resistance comparison of UK Streptococcus agalactiae isolates from adults to those of diverse global origins","year":2022,"lang":"en","type":"dissertation","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotic resistance; Streptococcus agalactiae; Disease; Incidence (geometry); Penicillin; Transmission (telecommunications); Population; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002232667,0.0002002948,0.0003528087,0.001427013,0.0003125148,0.0007733484,0.000130517,0.0003021994,0.002821588],"category_scores_gemma":[0.001371357,0.0001370608,0.0004897572,0.002324824,0.0002191504,0.0001987714,0.0005019012,0.0002581646,0.0007373421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110224,"about_ca_system_score_gemma":0.0003807658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01231536,"about_ca_topic_score_gemma":0.01193633,"domain_scores_codex":[0.9995839,0.00006048033,0.0000680114,0.0001260595,0.00009019057,0.00007131694],"domain_scores_gemma":[0.9992394,0.0001458139,0.0002751237,0.00004443012,0.0002273298,0.00006789828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006603021,0.00006571945,0.9296914,0.0006306773,0.0001523803,0.001351923,0.006347685,0.0002117056,0.02916268,0.0002743887,0.001789953,0.02966121],"study_design_scores_gemma":[0.000003448097,0.000126405,0.9938177,0.00006879484,0.00003853774,0.0006781796,0.001386288,0.00004816391,0.0006984203,0.00002521646,0.003103486,0.000005294083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881671,0.001242559,0.0003831311,0.0001744212,0.00001634827,0.00003407137,0.007893519,0.00001213172,0.00207672],"genre_scores_gemma":[0.9866432,0.002107967,0.0008333316,0.0001897981,0.00002213027,0.00005724766,0.008201675,0.00001139985,0.001933276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01231536,"threshold_uncertainty_score":0.02448738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0249683960287971,"score_gpt":0.3109777029571975,"score_spread":0.2860093069284004,"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."}}