{"id":"W4393170899","doi":"10.2139/ssrn.4737045","title":"The Antibiotics Dilemma: Reducing use while rewarding investment","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dilemma; Antibiotics; Investment (military); Business; Intensive care medicine; Economics; Medicine; Political science; Law; Microbiology; Politics","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":[0.02154965,0.0008394032,0.0009380557,0.00141329,0.002520519,0.01031427,0.002086518,0.01673035,0.01403847],"category_scores_gemma":[0.0710432,0.000435723,0.0005888074,0.0008239198,0.01126093,0.01192514,0.006671661,0.0104916,0.002430011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003869071,"about_ca_system_score_gemma":0.01359694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379638,"about_ca_topic_score_gemma":0.002852523,"domain_scores_codex":[0.983288,0.009593123,0.0004406513,0.0009272743,0.003609512,0.00214151],"domain_scores_gemma":[0.9281272,0.03723573,0.00604429,0.002452603,0.003809672,0.02233048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001136311,0.001832803,0.01280622,0.000538922,0.0003240585,0.001006827,0.002269301,0.004855754,0.002749221,0.4658659,0.2191827,0.2874321],"study_design_scores_gemma":[0.0003956704,0.000898163,0.00983158,0.00131996,0.0000865609,0.0008753061,0.004446549,0.004712252,0.001285039,0.7586889,0.2173095,0.0001504399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01983122,0.005693316,0.006831175,0.9232761,0.001859358,0.00004216291,0.00005700357,0.00008292254,0.0423268],"genre_scores_gemma":[0.7224855,0.008807983,0.01037802,0.2320932,0.009878793,0.0003315493,0.00004661527,0.0002054433,0.01577285],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02154965,"threshold_uncertainty_score":0.1139668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0117040532973904,"score_gpt":0.2323114856515719,"score_spread":0.2206074323541815,"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."}}