{"id":"W3006453143","doi":"10.1080/17460441.2020.1722639","title":"An overview of drug discovery efforts for eczema: why is this itch so difficult to scratch?","year":2020,"lang":"en","type":"review","venue":"Expert Opinion on Drug Discovery","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Dupilumab; Atopic dermatitis; Dermatology; Clinical trial; Quality of life (healthcare); Drug; Tolerability; Calcineurin; Intensive care medicine; Pharmacology; Adverse effect; Internal medicine; Transplantation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002637578,0.001230298,0.004475944,0.0004170715,0.0002461295,0.0002327304,0.0007776367,0.0004262691,0.0002768839],"category_scores_gemma":[0.0003258747,0.0009101944,0.002041131,0.0006922283,0.0002326318,0.0008580614,0.0002696823,0.0005471964,0.0001875698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149915,"about_ca_system_score_gemma":0.001194175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001072129,"about_ca_topic_score_gemma":0.00001345984,"domain_scores_codex":[0.9948575,0.0003389705,0.001622935,0.001598988,0.0008502796,0.0007313265],"domain_scores_gemma":[0.9961554,0.0006301518,0.0007094698,0.001662307,0.0001760356,0.0006666516],"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":[0.0005177716,0.001307253,0.00004726409,0.02085624,0.0005948506,0.00007503151,0.001285239,0.000002162304,0.000004485262,0.0008137039,0.8857194,0.08877663],"study_design_scores_gemma":[0.001108219,0.0002184987,0.00002410676,0.03208417,0.0003774092,0.00005008199,0.0002286115,0.00001327808,0.0001542958,0.00009284161,0.9647589,0.00088962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009956306,0.9865517,0.0001274195,0.004704289,0.0023304,0.003775249,0.00179628,0.0001387167,0.0004764055],"genre_scores_gemma":[0.0002475217,0.9770203,0.0001582012,0.01478237,0.001305826,0.001046802,0.0029037,0.0002248825,0.002310361],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.087887,"threshold_uncertainty_score":0.9993349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06141833360421951,"score_gpt":0.392524116939878,"score_spread":0.3311057833356585,"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."}}