{"id":"W3104545069","doi":"10.1097/der.0000000000000594","title":"A Novel Device that Reduces Preparation Times and Precision Mass Error in Patch Testing for Allergic Contact Dermatitis","year":2020,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Allergic contact dermatitis; Hapten; Medicine; Patch testing; Patch test; Contact dermatitis; Biomedical engineering; Dermatology; Allergy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001420757,0.0005303487,0.0004871536,0.0007181755,0.0001596657,0.0004374784,0.0009305399,0.0009687773,0.002515629],"category_scores_gemma":[0.003037953,0.000414277,0.0004814847,0.0003665749,0.0004264115,0.0008693836,0.0005246126,0.0005709918,0.0007665151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185829,"about_ca_system_score_gemma":0.000338561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552038,"about_ca_topic_score_gemma":0.0002852219,"domain_scores_codex":[0.9986427,0.000262242,0.0001254405,0.0002407574,0.0006787286,0.00005010483],"domain_scores_gemma":[0.9973388,0.001350653,0.0005512501,0.0003024698,0.0003339993,0.0001228042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005012361,0.0004333651,0.002092197,0.00053026,0.00003138957,0.0003997509,0.0001217545,0.0003362935,0.8546823,0.0004223314,0.001498988,0.1389501],"study_design_scores_gemma":[0.0004585942,0.01329137,0.03587357,0.000156737,0.0003257623,0.02200713,0.0001322809,0.0165596,0.8754901,0.0002456061,0.03526224,0.0001971405],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5331165,0.008126958,0.445878,0.00110043,0.001404401,0.001067233,0.0004549754,0.003804467,0.005046913],"genre_scores_gemma":[0.4300792,0.001822402,0.5608502,0.001115218,0.0004349074,0.000409186,0.0003835037,0.0002411007,0.004664327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002515629,"threshold_uncertainty_score":0.00841558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05595870497191116,"score_gpt":0.2995611722111804,"score_spread":0.2436024672392693,"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."}}