{"id":"W4206690088","doi":"10.1177/10935266211064698","title":"Evaluating the Prognostic Implication of the Collins Histology Scoring System in a Pediatric Eastern Ontario Population With Eosinophilic Esophagitis","year":2022,"lang":"en","type":"article","venue":"Pediatric and Developmental Pathology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Eosinophilic esophagitis; Medicine; Esophagus; Biopsy; Internal medicine; Stage (stratigraphy); Population; Radiology; Gastroenterology; Disease","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":[0.0007881389,0.0002169983,0.000194511,0.000771959,0.0004670168,0.0004986031,0.0003776008,0.0002103348,0.0009857997],"category_scores_gemma":[0.003621544,0.0001468981,0.0001954735,0.001030498,0.0003991454,0.0003565669,0.0003544115,0.0002213178,0.0001146239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573734,"about_ca_system_score_gemma":0.001780912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1476753,"about_ca_topic_score_gemma":0.2052968,"domain_scores_codex":[0.999603,0.00006502257,0.00003605265,0.00005008919,0.0001506095,0.00009516234],"domain_scores_gemma":[0.9981214,0.0002480165,0.0008275367,0.00005812292,0.0005101277,0.0002347815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001148642,0.000002309247,0.9993754,0.000002048261,0.000003076135,0.00004594643,0.00001891729,0.00001164204,0.00002922711,0.000002431069,0.0000344556,0.0004630222],"study_design_scores_gemma":[0.000001543876,0.00002280088,0.9994318,0.000004312263,0.000006556286,0.0001615685,0.0001302982,0.0001049045,0.00003444039,0.00000285337,0.00009776382,0.000001074065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991713,0.0001576835,0.00004101098,0.00004400108,0.000002705066,0.000007957198,0.000147322,0.000001922592,0.0004261908],"genre_scores_gemma":[0.9996043,0.00008422528,0.00007439167,0.000008034415,0.000003762417,0.000004281149,0.0001556306,6.095319e-7,0.00006481192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8523247,"threshold_uncertainty_score":0.2936316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573627633266285,"score_gpt":0.2670114813367972,"score_spread":0.2412752050041344,"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."}}