{"id":"W4292953719","doi":"10.1186/s13223-022-00716-9","title":"The value of clinical observation: sleuthing for allergies on the front lines","year":2022,"lang":"en","type":"letter","venue":"Allergy Asthma and Clinical Immunology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Health Sciences Centre","funders":"","keywords":"Allergy; Value (mathematics); Medicine; Mathematics; Immunology; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003994552,0.001053867,0.001739194,0.001057744,0.005017602,0.005352582,0.002001272,0.06078731,0.005978743],"category_scores_gemma":[0.03182153,0.0009301131,0.001264789,0.0007229081,0.006287089,0.008422968,0.001709537,0.06078463,0.003941543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004595826,"about_ca_system_score_gemma":0.003528994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004674393,"about_ca_topic_score_gemma":0.008498818,"domain_scores_codex":[0.9951602,0.002129079,0.0006029343,0.0005269188,0.001060237,0.0005207601],"domain_scores_gemma":[0.9855076,0.00740944,0.0009588473,0.000572707,0.002324267,0.003227084],"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":[0.0001961226,0.0001148588,0.003573687,0.0001408286,0.00006286181,0.03513732,0.0004570715,0.0001572218,0.0004890189,0.006024568,0.9367055,0.01694095],"study_design_scores_gemma":[0.0003678054,0.0002026331,0.004452512,0.001535239,0.00009728369,0.05112338,0.002346514,0.001480001,0.000329287,0.04161193,0.8962093,0.0002441396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005386362,0.00236033,0.00009933033,0.9816282,0.01189532,0.00000682465,0.000008352922,0.00001105308,0.003451932],"genre_scores_gemma":[0.01282152,0.00342086,0.0004411166,0.8299941,0.1478981,0.00002215212,0.0000123567,0.00002954978,0.005360272],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06078731,"threshold_uncertainty_score":0.03334522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08176367652407329,"score_gpt":0.3674033746610486,"score_spread":0.2856396981369753,"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."}}