{"id":"W4383684571","doi":"10.58931/cect.2022.1212","title":"Staying ahead of dupilumab-associated ocular surface disease","year":2022,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Université Laval","keywords":"Dupilumab; Atopic dermatitis; Medicine; Asthma; SCORAD; Placebo; Dermatology; Clinical endpoint; Nasal polyps; Quality of life (healthcare); Disease; Clinical trial; Immunology; Internal medicine; Dermatology Life Quality Index; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00008935981,0.0001233874,0.0002737988,0.000135655,0.0002635062,0.000006129345,0.0001357788,0.00005363394,0.001595558],"category_scores_gemma":[0.0002494824,0.0001390465,0.0001389505,0.0002613044,0.00008362132,0.00003615469,0.00003998994,0.0001995261,0.00002050059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005695442,"about_ca_system_score_gemma":0.001747884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01104553,"about_ca_topic_score_gemma":0.01053064,"domain_scores_codex":[0.9988571,0.0001242152,0.0001907023,0.0002198867,0.0002411722,0.0003669664],"domain_scores_gemma":[0.9985568,0.00004026215,0.00006171979,0.0003380557,0.0001424888,0.0008606664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001098737,0.00007301181,0.9398865,0.0001673855,0.0001376112,0.002883716,0.001125244,0.0003375657,0.0001113486,0.0001320362,0.0545269,0.0005087937],"study_design_scores_gemma":[0.002122815,0.0001132503,0.8847679,0.0001286814,0.000463756,0.00002653753,0.006198983,0.0001553122,0.000349036,0.0001150816,0.1051637,0.0003949368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848236,0.006968427,0.000001538379,0.001648388,0.0002782383,0.0002955242,0.0009283849,0.00004683944,0.005009023],"genre_scores_gemma":[0.9964557,0.00001026587,0.00001159443,0.001620332,0.00001903706,0.0000204021,0.0005620489,0.00002507418,0.001275528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05511862,"threshold_uncertainty_score":0.9993171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00922459446013176,"score_gpt":0.2440168832372491,"score_spread":0.2347922887771173,"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."}}