{"id":"W2997574621","doi":"10.1097/der.0000000000000535","title":"Photopatch Testing Among Members of the American Contact Dermatitis Society","year":2020,"lang":"en","type":"article","venue":"Dermatitis","topic":"Skin Protection and Aging","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Contact dermatitis; Dermatology; Patch testing; Immunology; Allergy","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":[0.00005979299,0.000101965,0.000250357,0.00001584132,0.000105565,0.00001725911,0.00009319538,0.00002639068,0.0001576363],"category_scores_gemma":[0.0002469515,0.00007735157,0.0001587935,0.0004694531,0.0001328956,0.00007740949,0.0000500905,0.0002075564,0.00001241286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003218896,"about_ca_system_score_gemma":0.00004778966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009635573,"about_ca_topic_score_gemma":0.00002509826,"domain_scores_codex":[0.9991824,0.00004598545,0.0002516387,0.0001315372,0.0002341803,0.0001542286],"domain_scores_gemma":[0.9993445,0.00008632508,0.0002268342,0.0001591929,0.00007907881,0.0001040925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003444479,0.00003114744,0.9180555,0.0003495499,0.0001077966,0.00003476282,0.004888064,0.00002707767,0.01313063,0.000028131,0.05218524,0.01115863],"study_design_scores_gemma":[0.0006034392,0.00006043457,0.9365401,0.0002392973,0.00005473406,0.0001219387,0.001149554,0.01046764,0.04310089,0.00001443938,0.007539145,0.0001083767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785136,0.00003613695,0.0006293239,0.01429136,0.00009025019,0.0003329634,0.00001005104,0.0001049198,0.005991393],"genre_scores_gemma":[0.9696462,0.00001384992,0.001645424,0.02853429,0.00007961926,0.0000167711,0.000003046268,0.00001598476,0.0000448115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04464609,"threshold_uncertainty_score":0.3154306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297469881382787,"score_gpt":0.2493221436394728,"score_spread":0.226347444825645,"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."}}