{"id":"W4300799380","doi":"10.17615/3c93-h402","title":"Mechanisms of reduced susceptibility and genotypic prediction of antibiotic resistance in Prevotella isolated from cystic fibrosis (CF) and non-CF patients","year":2020,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Queen's University; Queen's University Belfast; Medical Research Council; Public Health Agency; National Institute for Health and Care Research","keywords":"Cystic fibrosis; Genotype; Microbiology; Prevotella; Antibiotics; Antibiotic resistance; Resistance (ecology); Biology; Genetics; Medicine; Internal medicine; Bacteria; Gene; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009926035,0.00015622,0.0004789725,0.00009871703,0.00003733002,0.00002335193,0.00008583205,0.0001034763,0.00004551795],"category_scores_gemma":[0.0009787118,0.0001401649,0.00003348127,0.0003606774,0.0003477165,0.0003165685,0.0001046179,0.0001545566,0.000001130791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002505507,"about_ca_system_score_gemma":0.000104649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001123177,"about_ca_topic_score_gemma":0.00004436332,"domain_scores_codex":[0.9985176,0.00008656913,0.0004776469,0.0004048324,0.0003124436,0.0002008712],"domain_scores_gemma":[0.9990266,0.0003172335,0.0001524995,0.0002478496,0.0000990378,0.0001568046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005011518,0.0001938751,0.1873605,0.002087209,0.00006836226,0.000005023102,0.00244749,0.00000603398,0.8011353,0.0009045939,0.0001769616,0.000603116],"study_design_scores_gemma":[0.002248997,0.001411258,0.7777381,0.0007517378,0.00006477304,4.495823e-7,0.0002796244,0.001397777,0.2024034,0.01357431,0.00002166374,0.0001079086],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952528,0.00141822,0.001879163,0.0002854225,0.00004406345,0.0006545397,0.0003239128,0.00003263995,0.0001091944],"genre_scores_gemma":[0.9646434,0.00004110096,0.0351079,0.00003035514,0.00001932042,0.000003219231,0.0001070502,0.00001864165,0.00002899392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5987319,"threshold_uncertainty_score":0.5715758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244789962876858,"score_gpt":0.228003751061937,"score_spread":0.2155558514331684,"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."}}