{"id":"W4232671221","doi":"10.1097/ipc.0000000000000592","title":"In Demand","year":2018,"lang":"en","type":"article","venue":"Infectious Diseases in Clinical Practice","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital","funders":"","keywords":"Medicine; Division (mathematics); Family medicine; Library science; Arithmetic; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007937396,0.0001113335,0.0002579259,0.00008760286,0.00007983339,0.00001346275,0.0001370025,0.000262153,0.000608789],"category_scores_gemma":[0.007366622,0.00009783072,0.00008397772,0.0002398955,0.0005266482,0.0002952958,0.00007283219,0.0004791662,0.002177439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003680678,"about_ca_system_score_gemma":0.00008146685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002917995,"about_ca_topic_score_gemma":0.0007558343,"domain_scores_codex":[0.998105,0.0006708881,0.0005823179,0.0003312112,0.00003428913,0.0002762268],"domain_scores_gemma":[0.9965461,0.002903049,0.0001666285,0.0002715881,0.0000790683,0.00003351766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008281413,0.002970608,0.9712665,0.00002632298,0.0001112994,0.0001929582,0.0001101569,0.000003975436,0.0002148692,0.002238473,0.01611588,0.005920829],"study_design_scores_gemma":[0.004285949,0.0008107228,0.6657581,0.000127116,0.0001246919,0.0001158622,0.0001835064,0.0000109518,0.0002645855,0.004183214,0.3238079,0.000327438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483768,0.003944521,0.0002417148,0.001355479,0.003691197,0.0002584056,0.000009795568,0.00008522972,0.04203681],"genre_scores_gemma":[0.9953473,0.0004770076,0.00004553169,0.00309579,0.0002326353,0.000005063273,0.000004418801,0.00001058135,0.0007816757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.307692,"threshold_uncertainty_score":0.9985995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033979576928391,"score_gpt":0.3893142009045608,"score_spread":0.3689744051352769,"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."}}