{"id":"W2009966372","doi":"10.1053/srin.2001.25620","title":"Introduction: Clinical relevance of antimicrobial resistance☆","year":2001,"lang":"en","type":"article","venue":"Seminars in Respiratory Infections","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Medicine; Antimicrobial; Relevance (law); Antibiotic resistance; Intensive care medicine; Anti-Infective Agents; Microbiology; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005648597,0.0001440383,0.0003374492,0.0001909609,0.000159346,0.000005694394,0.0001577357,0.0003159026,0.0004837676],"category_scores_gemma":[0.0004102088,0.0001414027,0.0001324526,0.0005600588,0.0005930403,0.000104311,0.00004560867,0.0004751635,0.0002367957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004939157,"about_ca_system_score_gemma":0.00008651309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001174924,"about_ca_topic_score_gemma":0.0004039241,"domain_scores_codex":[0.9983532,0.0002744173,0.0006905383,0.0003622171,0.00003781909,0.0002817554],"domain_scores_gemma":[0.9990085,0.0002216702,0.0002105462,0.0004374027,0.000100638,0.00002125751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004845825,0.001677655,0.4841721,0.0001379129,0.0001853985,0.00006102855,0.0002871456,0.0000849038,0.2171123,0.003168111,0.2836644,0.008964417],"study_design_scores_gemma":[0.0009354486,0.0001698786,0.0343129,0.0002221492,0.0000274352,0.00003130889,0.0001157802,3.802702e-7,0.02351442,0.0001067396,0.9403775,0.0001860306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822438,0.005656641,0.0003212464,0.0006525283,0.00281062,0.000200513,0.00001423578,0.00007448557,0.008025898],"genre_scores_gemma":[0.9865446,0.002641495,0.000130887,0.0002836163,0.0004462264,0.000008475993,0.00001288604,0.00002055104,0.00991128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6567131,"threshold_uncertainty_score":0.5766235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01761750175513509,"score_gpt":0.2976050445720056,"score_spread":0.2799875428168705,"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."}}