{"id":"W2972467570","doi":"10.1097/der.0000000000000515","title":"Validating a Quality-of-Life Instrument for Allergic Contact Dermatitis","year":2019,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Allergic contact dermatitis; Quality of life (healthcare); Reliability (semiconductor); Population; Contact dermatitis; Disease; Allergy; Pathology; Nursing; Environmental health; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000252928,0.0002481359,0.0008274487,0.0001535278,0.00008750216,0.00005509297,0.0001539349,0.0001121438,0.001116924],"category_scores_gemma":[0.0002510854,0.0002345208,0.0003148726,0.0001482345,0.00003457368,0.0002874742,0.0000689451,0.0001430208,0.0001575715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007781036,"about_ca_system_score_gemma":0.000182618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002967012,"about_ca_topic_score_gemma":0.00008763582,"domain_scores_codex":[0.9978309,0.00008007098,0.001015882,0.000271487,0.0004318969,0.000369807],"domain_scores_gemma":[0.9983761,0.0003534666,0.000412376,0.0004554749,0.0002099792,0.0001926481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001652042,0.0009434832,0.6648228,0.01441065,0.002227255,0.00008565776,0.008370126,0.0000971728,0.03395058,0.08144058,0.1388509,0.0546356],"study_design_scores_gemma":[0.01052935,0.0005171995,0.790876,0.001199089,0.0001029131,0.0001496357,0.001605748,0.002497928,0.01379316,0.0007263609,0.1773674,0.0006352304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772167,0.0004701583,0.001543939,0.006242049,0.0004269431,0.00136423,0.0001344936,0.0001075079,0.01249395],"genre_scores_gemma":[0.9870058,0.0001883714,0.004092014,0.007732956,0.0000981796,0.0001149976,0.0001961418,0.00004063539,0.0005309257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1260532,"threshold_uncertainty_score":0.9997962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0394780213615538,"score_gpt":0.3016651510513532,"score_spread":0.2621871296897993,"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."}}