{"id":"W4394609227","doi":"10.1177/12034754241239907","title":"Epidemiology and Healthcare Expenditure for Skin Disease in Emergency Departments in Alberta, Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Dermatological diseases and infestations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Epidemiology; Population; Cellulitis; Incidence (geometry); Disease; Public health; Health care; Dermatology; Emergency medicine; Environmental health; Internal medicine; Pathology","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":[0.0004556811,0.0003083134,0.0002140463,0.002362818,0.001118643,0.001141996,0.001177854,0.00030325,0.003802467],"category_scores_gemma":[0.002286879,0.0002233904,0.0004937643,0.004279753,0.0004701015,0.0003025696,0.0007235239,0.0007324932,0.000220971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03725997,"about_ca_system_score_gemma":0.03290508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923589,"about_ca_topic_score_gemma":0.9932837,"domain_scores_codex":[0.9987129,0.00009629519,0.00007688069,0.00008720444,0.000653585,0.0003730897],"domain_scores_gemma":[0.9973948,0.0001603721,0.0005904357,0.00003835487,0.001002877,0.0008131156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006013031,0.0000459031,0.9754717,0.0001382164,0.00008407117,0.0003080126,0.0002234259,0.0006940094,0.0001069889,0.0003845539,0.01260416,0.009878865],"study_design_scores_gemma":[0.000009372375,0.00001365308,0.996139,0.00009340133,0.00002094562,0.000183673,0.0006023796,0.000504296,0.00002660511,0.00004977762,0.002347516,0.000009342854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355139,0.008451944,0.0003680686,0.005507603,0.0001467261,0.000135152,0.02889948,0.00008751579,0.02088954],"genre_scores_gemma":[0.9854159,0.003699724,0.000452421,0.0006365184,0.00005410643,0.00002855252,0.007185664,0.00001382177,0.002513317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03725997,"threshold_uncertainty_score":0.2703412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709354837632021,"score_gpt":0.3421194067967989,"score_spread":0.3050258584204787,"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."}}