{"id":"W4385472514","doi":"10.1093/jacamr/dlad087","title":"Fixed versus individualized treatment for five common bacterial infectious syndromes: a survey of the perspectives and practices of clinicians","year":2023,"lang":"en","type":"article","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto; Sunnybrook Hospital","funders":"","keywords":"Medicine; Intensive care medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002870906,0.0001026006,0.0002204918,0.0006492213,0.0004287157,0.0008402013,0.0002834901,0.0007794574,0.0009391968],"category_scores_gemma":[0.01528943,0.0002376616,0.000267837,0.00101247,0.0004128078,0.0008673878,0.0006232588,0.0005847029,0.0001776536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006493896,"about_ca_system_score_gemma":0.001215809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006358233,"about_ca_topic_score_gemma":0.007601847,"domain_scores_codex":[0.9968303,0.001449822,0.0005669722,0.0002819076,0.0005916525,0.0002793605],"domain_scores_gemma":[0.9822489,0.00446534,0.009779706,0.0002962202,0.001323784,0.001886083],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000494196,0.00005695376,0.9896142,0.00005427143,0.00002364977,0.00009183901,0.003314694,0.00004541598,0.0002178382,0.00003264472,0.0003648155,0.006134384],"study_design_scores_gemma":[0.0000147967,0.0003645268,0.9818721,0.0001200509,0.00001881611,0.0006324457,0.01488776,0.0003666404,0.00009051176,0.00003538584,0.001580964,0.00001602691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981335,0.0004545447,0.00006745584,0.0007606622,0.000005076732,0.0000121058,0.0001613903,0.000002422071,0.0004028964],"genre_scores_gemma":[0.9985386,0.0006113331,0.0002372437,0.000379412,0.00001103886,0.00001699941,0.0001213213,0.000001576969,0.00008254351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971291,"threshold_uncertainty_score":0.01518297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0550204877191217,"score_gpt":0.3471837844082089,"score_spread":0.2921632966890871,"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."}}