{"id":"W4366816090","doi":"10.7326/m23-0757","title":"Infectious Diseases: What You May Have Missed in 2022","year":2023,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Toxin Mechanisms and Immunotoxins","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Intensive care medicine; Infectious disease (medical specialty); Antimicrobial stewardship; Disease; Epidemiology; Tuberculosis; Immunology; Antibiotics; Population; Antibiotic resistance; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003996408,0.0001646342,0.0004075799,0.0004020146,0.00004148401,0.000008814081,0.0002707633,0.0001345662,0.001839438],"category_scores_gemma":[0.0003798954,0.0001283655,0.00009889351,0.0002641916,0.0001978047,0.0001689658,0.0001019472,0.0002872112,0.0003770811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001377908,"about_ca_system_score_gemma":0.00002709387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006539217,"about_ca_topic_score_gemma":0.00004878146,"domain_scores_codex":[0.9987729,0.0001189855,0.0004577832,0.0002333307,0.00007048886,0.0003465216],"domain_scores_gemma":[0.9992911,0.0001649369,0.0001535632,0.0002639293,0.00008941967,0.00003706433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006556831,0.0003216977,0.0145638,0.00009544841,0.0003951286,0.0001945331,0.002772625,0.00001219381,0.8130225,0.001661055,0.105671,0.06063437],"study_design_scores_gemma":[0.01142234,0.005743591,0.09680055,0.005019662,0.0001223565,0.000214134,0.01727163,0.00008784536,0.543333,0.01023855,0.3089081,0.0008381949],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970468,0.01442626,0.00006547672,0.009799809,0.003068637,0.0002466316,0.0000317681,0.0001014053,0.001791956],"genre_scores_gemma":[0.9850197,0.004296424,0.000002372002,0.003272591,0.00008391252,0.00002160199,0.00007153441,0.00001867288,0.007213127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2696895,"threshold_uncertainty_score":0.999073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926881256991966,"score_gpt":0.3118260859800198,"score_spread":0.2825572734101001,"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."}}