{"id":"W1485888796","doi":"10.1155/2011/971701","title":"Pharmacodynamic Profiling of Antimicrobials against Gram‐negative Respiratory Isolates from Canadian Hospitals","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Janssen Pharmaceuticals; Merck Canada; AstraZeneca","keywords":"Pharmacodynamics; Gram; Medicine; Antimicrobial; Profiling (computer programming); Microbiology; Intensive care medicine; Biology; Pharmacology; Bacteria; Computer science; Pharmacokinetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005592289,0.0003635109,0.0003162466,0.0005449137,0.0006948383,0.000640985,0.0005210432,0.0003598129,0.0005664596],"category_scores_gemma":[0.002576482,0.0001639489,0.0004152412,0.0008387583,0.0002532546,0.0001893417,0.0002383541,0.0002400826,0.0000977141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007413309,"about_ca_system_score_gemma":0.009232236,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8152609,"about_ca_topic_score_gemma":0.8556284,"domain_scores_codex":[0.9993433,0.00008002701,0.00003523131,0.00011115,0.0003394895,0.00009074183],"domain_scores_gemma":[0.9991642,0.0002178108,0.0001967299,0.00003195068,0.0003301651,0.00005914479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008439614,0.0002438212,0.8487305,0.000291017,0.0003066108,0.000375493,0.0009905007,0.07922421,0.03204312,0.0005507882,0.001459713,0.03494027],"study_design_scores_gemma":[0.00005732002,0.0009071437,0.9076895,0.00004946145,0.0001905329,0.0006718599,0.0007693518,0.07140047,0.01266105,0.0002219146,0.005285016,0.00009637988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996351,0.0003256209,0.001102329,0.0001038312,0.000002519115,0.00004350659,0.001053157,0.00002760867,0.0009904614],"genre_scores_gemma":[0.996427,0.0003088348,0.001558534,0.00006575699,0.00000253174,0.00001633091,0.001234762,0.000007135808,0.0003791348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1847391,"threshold_uncertainty_score":0.371654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066657804992164,"score_gpt":0.2516162193042898,"score_spread":0.2409496412543682,"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."}}