{"id":"W2944587622","doi":"10.1093/cid/ciz364","title":"Reconciling Antimicrobial Susceptibility Testing and Clinical Response in Antimicrobial Treatment of Chronic Cystic Fibrosis Lung Infections","year":2019,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Medicine; Bronchiectasis; Cystic fibrosis; Antimicrobial; Antibiotic resistance; Antibiotics; Lung; Immunology; Intensive care medicine; Internal medicine; Microbiology; Biology","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":[0.01628154,0.0003632774,0.000949138,0.001360875,0.0002752652,0.003079968,0.0007442442,0.001227723,0.001226975],"category_scores_gemma":[0.06962936,0.0002198393,0.0004168935,0.0012563,0.0009482196,0.001866033,0.001392976,0.001719244,0.0004088295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001385505,"about_ca_system_score_gemma":0.00173676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308632,"about_ca_topic_score_gemma":0.00183125,"domain_scores_codex":[0.9858397,0.009587544,0.001522462,0.0005644494,0.001892969,0.0005928467],"domain_scores_gemma":[0.9500965,0.03339761,0.00808908,0.001138717,0.005730434,0.001547738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002772613,0.0004539736,0.6779348,0.0009866173,0.0005096018,0.0005728462,0.0007731591,0.002266845,0.001901896,0.003059502,0.007492441,0.3012757],"study_design_scores_gemma":[0.0001712352,0.003539613,0.9267873,0.003038983,0.0007430779,0.00260497,0.003652026,0.01869438,0.003045623,0.01308342,0.02449434,0.0001451528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7258345,0.1812847,0.01143354,0.06491525,0.001227472,0.0002052026,0.0006740713,0.0001514565,0.01427378],"genre_scores_gemma":[0.9848068,0.007145245,0.003401142,0.003086085,0.0008770009,0.00003866294,0.0002630688,0.00001774858,0.0003642464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01628154,"threshold_uncertainty_score":0.086106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03780576051064389,"score_gpt":0.3916816066580424,"score_spread":0.3538758461473985,"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."}}