{"id":"W3092867764","doi":"10.1186/s13223-020-00486-2","title":"Aiming for a shorter time to diagnosis: pediatric eosinophilic esophagitis in British Columbia","year":2020,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; BC Children's Hospital; University of Toronto","funders":"BC Children's Hospital","keywords":"Eosinophilic esophagitis; Medicine; General surgery; Columbia university; Dermatology; Internal medicine; Media studies; Disease; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005093016,0.0004547498,0.0004317883,0.0006373434,0.001321029,0.001525759,0.0009410057,0.0005484549,0.00329685],"category_scores_gemma":[0.002154138,0.0003146635,0.0005479099,0.00188614,0.000369004,0.000338752,0.0007736164,0.001547921,0.0003273423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008076155,"about_ca_system_score_gemma":0.01166791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9170129,"about_ca_topic_score_gemma":0.9426547,"domain_scores_codex":[0.9993296,0.00008364207,0.00003359993,0.000114169,0.0001281704,0.0003108649],"domain_scores_gemma":[0.9983187,0.0002051703,0.0005481109,0.00005648385,0.000411434,0.0004601287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004760524,0.00002367741,0.9965712,0.00001241201,0.00002630767,0.0001623209,0.0001494114,0.0001081499,0.00009383971,0.00003913152,0.0007241584,0.002041727],"study_design_scores_gemma":[0.000007165653,0.00002479689,0.9967601,0.00006018255,0.00003133717,0.0002406255,0.00123973,0.0008690002,0.00006972695,0.00005235916,0.0006360012,0.000009029858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996915,0.0004512942,0.0001359883,0.0004693329,0.0000210149,0.00001013064,0.0008653556,0.000008009536,0.001123859],"genre_scores_gemma":[0.9980552,0.0002287058,0.0001597862,0.0001130836,0.000006246369,0.000006840016,0.0006855987,0.000006874257,0.0007376703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08298713,"threshold_uncertainty_score":0.1669517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208166538248006,"score_gpt":0.2869611240666782,"score_spread":0.2661444702418776,"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."}}