{"id":"W4225660666","doi":"10.1111/cod.14035","title":"Guidelines for diagnosis, prevention, and treatment of hand eczema","year":2021,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":264,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Lundbeckfonden","keywords":"Hand eczema; Medicine; Dermatology; Allergy; Contact dermatitis; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.00003770507,0.0001310706,0.0004166256,0.00004965679,0.0000748636,0.00004068414,0.00002486973,0.00005238111,0.0002310499],"category_scores_gemma":[0.0002109664,0.0001107968,0.0001472477,0.00006139052,0.00002911934,0.00009895191,0.00001594137,0.00002030022,0.000003459586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003312275,"about_ca_system_score_gemma":0.0001357023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006243389,"about_ca_topic_score_gemma":0.0003816638,"domain_scores_codex":[0.9991617,0.00002158565,0.0004103876,0.0001623093,0.0001071008,0.0001369151],"domain_scores_gemma":[0.9989367,0.000139062,0.000102505,0.0001972434,0.000540927,0.00008358846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008588469,0.001092905,0.2486013,0.001386992,0.001104318,0.0003916183,0.002392407,0.00000217438,0.01102373,0.003773499,0.1121977,0.6179475],"study_design_scores_gemma":[0.00590516,0.0009129379,0.3073519,0.0007545822,0.0002951454,0.0003794088,0.0003944688,0.0001744447,0.1323147,0.0005474526,0.550777,0.0001927934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962636,0.02055729,0.00126249,0.01335475,0.0002214917,0.0007866995,0.0001223339,0.00003465554,0.001024312],"genre_scores_gemma":[0.980904,0.0115619,0.003548313,0.001150269,0.0001602173,0.0002597796,0.0001561627,0.00001902152,0.002240349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6177546,"threshold_uncertainty_score":0.4518164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05728878239172133,"score_gpt":0.3384402450958226,"score_spread":0.2811514627041013,"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."}}