{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191021,0.0006968712,0.000564935,0.0009806607,0.002304279,0.006402601,0.001897406,0.001895239,0.6543023],"category_scores_gemma":[0.004566857,0.0004248214,0.0006180825,0.001612755,0.0006742969,0.002825423,0.004320696,0.002208157,0.3919879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300399,"about_ca_system_score_gemma":0.005873502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01609031,"about_ca_topic_score_gemma":0.02514061,"domain_scores_codex":[0.998143,0.000218687,0.0001269302,0.000531935,0.0006011006,0.0003782939],"domain_scores_gemma":[0.9968457,0.0002999063,0.0001824216,0.0003924362,0.001348731,0.000930806],"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":[0.0001835688,0.0001229272,0.003576108,0.0002029939,0.00001401082,0.0003160012,0.0005077664,0.00009581562,0.0007030886,0.02281857,0.8594774,0.1119816],"study_design_scores_gemma":[0.00001595605,0.00002140406,0.001825331,0.00006545913,0.000003357741,0.00013168,0.000449987,0.00009045232,0.0001224223,0.001227094,0.9960381,0.000008695649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006841,0.001478126,0.002366317,0.02085077,0.003891331,0.0002917944,0.01809587,0.001221831,0.9449629],"genre_scores_gemma":[0.02944656,0.001301997,0.001433167,0.007047639,0.0007530369,0.0002195703,0.01666082,0.0006332099,0.942504],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6543023,"threshold_uncertainty_score":0,"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."}}