{"id":"W2214319587","doi":"10.1155/2004/680349","title":"Antimicrobial Resistance – Judicious Use Is the Key","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Antimicrobial; Key (lock); Antibiotic resistance; Resistance (ecology); Intensive care medicine; Microbiology; Medicine; Computer science; Biology; Antibiotics; Computer security; Ecology","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":[0.0002061105,0.0001871032,0.000373821,0.0001516234,0.0004662971,0.00003979425,0.0002887678,0.0003448418,0.0004500091],"category_scores_gemma":[0.0004786435,0.0001191887,0.0001715761,0.0001400762,0.001525392,0.00008404352,0.00003097618,0.0005121665,0.00005751612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034221,"about_ca_system_score_gemma":0.001709542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00395913,"about_ca_topic_score_gemma":0.02615393,"domain_scores_codex":[0.9986994,0.0001427216,0.000428949,0.0002064031,0.00003233895,0.0004901546],"domain_scores_gemma":[0.9989073,0.000172599,0.0002260567,0.0001861158,0.000166392,0.0003415234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001054905,0.0009401341,0.2498164,0.0004690027,0.003803309,0.005132974,0.007122402,0.00004471029,0.1179264,0.02411343,0.5787604,0.01081594],"study_design_scores_gemma":[0.007756482,0.0006360037,0.04962877,0.00121951,0.0005497115,0.01503323,0.0004171859,2.70866e-7,0.004825696,0.002466874,0.9167887,0.0006775751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636482,0.02395952,0.000228865,0.009697997,0.001881607,0.000139945,0.0001933046,0.00001542694,0.0002351092],"genre_scores_gemma":[0.9908498,0.001497108,0.00001701382,0.006995288,0.0001471348,8.675518e-7,0.00001541635,0.0000146524,0.0004627005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3380283,"threshold_uncertainty_score":0.9916162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00509899836322433,"score_gpt":0.2023925437372485,"score_spread":0.1972935453740242,"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."}}