{"id":"W7117972444","doi":"10.1007/978-3-032-10050-4_27","title":"Infectious Disease Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Infectious disease (medical specialty); Antimicrobial; Antimicrobial stewardship; Antibiotic resistance; Pharmacist; Adverse effect; Disease; Broad spectrum","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":[0.001884357,0.000744881,0.0004347221,0.002021644,0.0006544995,0.002105709,0.0007605086,0.0007886431,0.1667265],"category_scores_gemma":[0.004342535,0.0001868071,0.0004887797,0.0007702568,0.0002668366,0.0008971103,0.00154216,0.001303951,0.08199243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205388,"about_ca_system_score_gemma":0.003197698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003622822,"about_ca_topic_score_gemma":0.007815441,"domain_scores_codex":[0.9986036,0.0002923571,0.00007065556,0.0001098108,0.0007939008,0.000129613],"domain_scores_gemma":[0.9982455,0.0002255092,0.00008824803,0.0001171735,0.001064472,0.0002591324],"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":[0.00004611874,0.00008200115,0.001613052,0.0001395664,0.000006588239,0.0001181027,0.00009950111,0.0001105056,0.0002854168,0.005654126,0.6274417,0.3644033],"study_design_scores_gemma":[0.000006377581,0.00003770671,0.00290675,0.0003435994,0.000005107483,0.0002403755,0.000126605,0.0001004936,0.0002187115,0.002606992,0.9934007,0.000006561829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001870397,0.003715802,0.00436326,0.006353396,0.002162385,0.0005423343,0.003711706,0.0005488085,0.9767319],"genre_scores_gemma":[0.01238082,0.005813143,0.01117038,0.003859197,0.0009334627,0.0005174236,0.005600648,0.0002065263,0.9595183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1667265,"threshold_uncertainty_score":0.5577556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006309441367888248,"score_gpt":0.2378141604666622,"score_spread":0.231504719098774,"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."}}