{"id":"W4387661785","doi":"10.1089/derm.2023.0204","title":"A Survey of Skin Reactions Associated with Acrylic Nail Cosmetics, with a Focus on Home Kits: Is There a Need for Regulation?","year":2023,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nail (fastener); Medicine; Cosmetics; Dermatology; Pathology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001963901,0.0001692726,0.0004109306,0.0002103153,0.0001077492,0.00003273692,0.00007012785,0.00008205567,0.0001171282],"category_scores_gemma":[0.000212507,0.0001269983,0.00006997822,0.0007577172,0.00006356173,0.0001033291,0.00001543081,0.0001085228,0.00002637876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006395237,"about_ca_system_score_gemma":0.0001287102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007723118,"about_ca_topic_score_gemma":0.003232035,"domain_scores_codex":[0.9988357,0.0000715428,0.0003260815,0.0001865677,0.0003427226,0.0002373705],"domain_scores_gemma":[0.998481,0.0004868848,0.0002283724,0.0002995217,0.0004258534,0.00007836111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001159759,0.001851125,0.3431529,0.001785827,0.00578823,0.0003965524,0.03362646,0.0003916381,0.0009929055,0.004814222,0.5504285,0.05561186],"study_design_scores_gemma":[0.003001443,0.0005979037,0.9891771,0.0007854372,0.0000868003,0.00002655188,0.0006485525,0.001390271,0.001032981,0.0002967572,0.002788336,0.0001678868],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900267,0.00008722164,0.000378855,0.006283817,0.00006363969,0.0008386443,0.0005874676,0.000168258,0.00156546],"genre_scores_gemma":[0.9970751,0.00008479186,0.0001459189,0.0006584053,0.00002633516,0.0001183109,0.0005035808,0.00004464301,0.001342913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6460242,"threshold_uncertainty_score":0.5178838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402520286832343,"score_gpt":0.2621599872965821,"score_spread":0.2381347844282586,"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."}}