{"id":"W73211242","doi":"10.2310/derm.1.2004.2006","title":"Etiology of Hand Dermatitis among Patients Referred for Patch Testing","year":2004,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Irritant contact dermatitis; Dermatology; Contact dermatitis; Allergic contact dermatitis; Hand dermatitis; Etiology; Patch testing; Patch test; Hand eczema; Eczematous dermatitis; Demographics; Population; Allergy; Occupational Dermatitis; Internal medicine; Immunology; Environmental health; Demography","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":[0.00006921896,0.0001753733,0.0004462789,0.0001274776,0.0001344895,0.00003050971,0.00009459919,0.0001187299,0.00008823572],"category_scores_gemma":[0.0005299628,0.0001667505,0.0001214818,0.0001668607,0.0001397998,0.0001946629,0.00004238503,0.0001094028,0.00001722031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006121575,"about_ca_system_score_gemma":0.00009014273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007221546,"about_ca_topic_score_gemma":0.0004621379,"domain_scores_codex":[0.9987128,0.00002677072,0.0005662034,0.0001942382,0.0002032323,0.0002967016],"domain_scores_gemma":[0.9988172,0.0002050794,0.000237566,0.0002459279,0.0003847567,0.000109482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002031544,0.0004127375,0.9334303,0.001252644,0.0002089984,0.0000738894,0.002574879,0.00007627412,0.001418936,0.0007366274,0.03009713,0.02969726],"study_design_scores_gemma":[0.004514702,0.0003200457,0.9758583,0.0005495545,0.00006300182,0.000068585,0.0001004764,0.0001862245,0.009263249,0.0008173786,0.00807728,0.0001811608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917532,0.0001292736,0.002109113,0.001794822,0.0002747221,0.0006312876,0.0001239042,0.0000654214,0.003118309],"genre_scores_gemma":[0.9919382,0.00005192226,0.005919126,0.001572788,0.00007583766,0.00009532292,0.0002393874,0.00002908832,0.00007828409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04242802,"threshold_uncertainty_score":0.6799886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02324884790178739,"score_gpt":0.2557236002511896,"score_spread":0.2324747523494022,"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."}}