{"id":"W6911582740","doi":"10.5281/zenodo.11727313","title":"antibiotic ladder pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Antibiotic Stewardship; Dosing; Antibiotic resistance; Guideline; Nitrofurantoin; Metronidazole; Antimicrobial stewardship","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006148201,0.0003204989,0.0002996978,0.0006205497,0.0005497189,0.002230952,0.003529714,0.0002035292,0.06024693],"category_scores_gemma":[0.0002519801,0.000324521,0.0001198141,0.001080694,0.0001908389,0.0001798524,0.005031754,0.0005414452,0.2814212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167555,"about_ca_system_score_gemma":0.000008939487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002955089,"about_ca_topic_score_gemma":7.907757e-7,"domain_scores_codex":[0.9970987,0.0003493768,0.0002906557,0.001121655,0.0006088149,0.000530832],"domain_scores_gemma":[0.9979731,0.00002314325,0.0001357051,0.00139461,0.0002492554,0.0002241612],"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":[0.00000179262,0.0000845666,2.275929e-7,0.0001711769,0.00005752601,0.00005739088,0.000218734,0.000005667508,0.00004684073,0.008782669,0.9178811,0.07269231],"study_design_scores_gemma":[0.0001670936,0.0001173385,0.00002468788,0.000123386,0.00001648769,0.0001456826,0.00002037359,0.002124293,0.00002982386,0.001267336,0.9956164,0.0003470463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005401468,0.0005807562,0.07485632,0.0007241384,0.0007678979,0.0004899509,0.00009778354,0.004149348,0.9183284],"genre_scores_gemma":[0.002260515,0.0001745989,0.01032012,0.0003100766,0.001034841,3.677363e-8,0.0006362578,0.01207937,0.9731842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2211743,"threshold_uncertainty_score":0.9999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758863625079761,"score_gpt":0.244098982892543,"score_spread":0.2165103466417454,"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."}}