{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004871218,0.0002143033,0.0006420054,0.00009645892,0.000255707,0.00001786366,0.0002509115,0.0002395483,0.00002943158],"category_scores_gemma":[0.001201623,0.0001531616,0.0001850027,0.000389647,0.0006374833,0.00007727031,0.00008992729,0.0001328778,0.00001063617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005053045,"about_ca_system_score_gemma":0.0001875176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420883,"about_ca_topic_score_gemma":0.01049925,"domain_scores_codex":[0.9982507,0.0005162408,0.0004979202,0.0003758813,0.00005323746,0.0003060549],"domain_scores_gemma":[0.996262,0.002120896,0.001028322,0.0003866382,0.0001847338,0.00001742192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03406584,0.001601813,0.09475966,0.001149773,0.004435351,0.00001251532,0.01689037,0.00001731949,0.8103672,0.001644262,0.0334747,0.0015812],"study_design_scores_gemma":[0.01904553,0.001616873,0.7724403,0.0007736395,0.000759244,0.0000181689,0.003850533,0.000004702214,0.1800648,0.0000960787,0.020743,0.0005871214],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951991,0.00102328,0.000009939655,0.0003439965,0.001068482,0.0006741823,0.001372429,0.00004142168,0.00026715],"genre_scores_gemma":[0.9953953,0.001226959,0.0001271353,0.00001820427,0.00002835411,0.00001354074,0.0001462424,0.00002269606,0.003021573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6776806,"threshold_uncertainty_score":0.6245747,"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."}}