{"id":"W1998331829","doi":"10.2310/6620.2007.06024","title":"Prevalence of Hand Dermatitis in Inpatient Nurses at a United States Hospital","year":2007,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Atopic dermatitis; Hand dermatitis; Intensive care unit; Population; Recall; Hygiene; Atopy; Family medicine; Contact dermatitis; Allergy; Dermatology; Intensive care medicine; Environmental health","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":[0.0001251675,0.0001887315,0.0003543931,0.000406787,0.00007058824,0.00002475772,0.0001079745,0.00008291005,0.000449978],"category_scores_gemma":[0.0001006777,0.0001778426,0.00008511963,0.0003935986,0.0001687407,0.0001983621,0.00007369716,0.000133942,0.00003923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353899,"about_ca_system_score_gemma":0.00004324234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006136316,"about_ca_topic_score_gemma":0.0007844773,"domain_scores_codex":[0.9983844,0.0000373294,0.0006644683,0.0001896728,0.0003754183,0.0003487521],"domain_scores_gemma":[0.9990761,0.0001564216,0.0001965065,0.0002727039,0.0001648405,0.0001334096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002657046,0.000488494,0.9403573,0.001844472,0.00007892669,0.0006739951,0.01694045,0.00003934739,0.0005801547,0.000256683,0.02824425,0.01046939],"study_design_scores_gemma":[0.001592059,0.0002454628,0.9465178,0.0008934238,0.00003382182,0.0001452979,0.0007394945,0.0004984767,0.01993238,0.00007611178,0.02913047,0.0001952034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940671,0.0009139627,0.0001844379,0.001974131,0.0002324247,0.000489823,0.0001032902,0.00004483751,0.001989949],"genre_scores_gemma":[0.9956636,0.001191249,0.0003928001,0.001921503,0.00003118876,0.00002092082,0.0001639325,0.00002128744,0.0005934661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01935222,"threshold_uncertainty_score":0.7252212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007584947720531235,"score_gpt":0.2446287181075075,"score_spread":0.2370437703869763,"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."}}