{"id":"W2330269239","doi":"10.1097/der.0000000000000014","title":"Clues to Diagnosis of Connubial Contact Dermatitis to Paraphenylenediamine","year":2014,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dermatology; Allergic contact dermatitis; Contact dermatitis; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001536718,0.0002765073,0.0007703627,0.0003190836,0.00008763677,0.00005416664,0.0001993344,0.0001006407,0.0008381812],"category_scores_gemma":[0.0004914569,0.0002641538,0.0001882139,0.0003550944,0.00004378795,0.0001939577,0.000109136,0.0001231661,0.0003964586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004969704,"about_ca_system_score_gemma":0.00005224919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004637452,"about_ca_topic_score_gemma":0.0005699049,"domain_scores_codex":[0.998051,0.00008514398,0.0006979583,0.0002987199,0.0004563511,0.0004108004],"domain_scores_gemma":[0.9983052,0.0003206498,0.0001414048,0.0005100464,0.0002474003,0.00047529],"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":[0.0000474377,0.0004001588,0.261216,0.0008322971,0.000315867,0.0001655473,0.004968125,0.00003907127,0.003367524,0.007622106,0.6134186,0.1076072],"study_design_scores_gemma":[0.001303405,0.0005371581,0.598918,0.0005481782,0.00006634137,0.0001001461,0.0001463942,0.0001311938,0.02854178,0.0001435346,0.3692788,0.0002851288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529634,0.0002594284,0.003881592,0.03036574,0.0004921873,0.0009308879,0.0001534102,0.000152347,0.01080107],"genre_scores_gemma":[0.9616945,0.000220398,0.003321784,0.03395607,0.0002848499,0.000219997,0.00006207404,0.00003937194,0.0002009935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3377019,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236829873242836,"score_gpt":0.2558296251388617,"score_spread":0.2434613264064333,"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."}}