{"id":"W4392814261","doi":"10.1111/1742-6723.14401","title":"Cellulitis in the Emergency Department: A prospective cohort study with patient‐centred follow‐up","year":2024,"lang":"en","type":"article","venue":"Emergency Medicine Australasia","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; Ottawa Hospital; Canadian Public Health Association; University of Ottawa","funders":"Bond University; Emergency Medicine Foundation","keywords":"Medicine; Cellulitis; Erythema; Prospective cohort study; Emergency department; Observational study; Cellulite; Surgery; Dermatology; Cohort; Internal medicine","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":[0.0002164949,0.0003659635,0.0004814101,0.0003005914,0.0001496639,0.00001029281,0.0001735301,0.00008077994,0.01361243],"category_scores_gemma":[0.00009412717,0.000213435,0.0001411015,0.001702499,0.0001004512,0.0001542472,0.0000279533,0.0004983409,0.0001324201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209355,"about_ca_system_score_gemma":0.0001094492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005987269,"about_ca_topic_score_gemma":0.0009656062,"domain_scores_codex":[0.9969836,0.0001407166,0.0007891438,0.0006567461,0.0009168456,0.0005129001],"domain_scores_gemma":[0.9990075,0.00004634621,0.00008498839,0.0005165036,0.000156437,0.0001881803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000171154,0.0006706815,0.8847923,0.00008025442,0.0003791793,0.001161679,0.01512495,0.000001100343,0.0001473163,0.0003397418,0.09680446,0.0003271842],"study_design_scores_gemma":[0.002151013,0.004282305,0.9685914,0.0002797522,0.0008239118,0.0001776226,0.01700262,0.00002777871,0.00005869497,0.0001692547,0.006184717,0.000250961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971641,0.003296027,0.00001160876,0.001277168,0.002404617,0.003770387,0.00003423454,0.0001437021,0.01742125],"genre_scores_gemma":[0.9909911,0.0002486298,0.00001502989,0.00005422248,0.0005444734,0.0007014565,0.0001786117,0.00004900007,0.007217484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09061975,"threshold_uncertainty_score":0.9872892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550846646157289,"score_gpt":0.3058312048367083,"score_spread":0.2803227383751354,"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."}}