{"id":"W2402125205","doi":"10.2310/6620.2009.09030","title":"Repeated Mechanical Trauma to the Hands: The Use of Anti-Impaction Gloves for Treatment and Return to Work","year":2009,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Discontinuation; Dermatology; Impaction; Contact dermatitis; Surgery; Allergy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006836466,0.0001099554,0.0002356849,0.00004442788,0.0001057151,0.00006397466,0.00004937,0.00003996525,0.0000161829],"category_scores_gemma":[0.0001142565,0.00005655868,0.00007826341,0.0001547187,0.00001491106,0.00008097525,0.000011873,0.00003597616,0.000003533872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003618408,"about_ca_system_score_gemma":0.00001453103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209614,"about_ca_topic_score_gemma":0.0002368725,"domain_scores_codex":[0.9993547,0.00003317627,0.000228815,0.0001231851,0.0001121853,0.0001479151],"domain_scores_gemma":[0.9993911,0.0001400331,0.00005480766,0.0002639338,0.00006110662,0.00008895065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003665771,0.0003273553,0.003995356,0.00007641595,0.0003565604,0.00003880966,0.01137899,0.0001011795,0.007826591,0.0008927907,0.3466046,0.6280347],"study_design_scores_gemma":[0.002053157,0.001825335,0.5929227,0.0003491928,0.0001648609,0.0001738934,0.0003958829,0.0006449054,0.02769826,0.0001386522,0.3734747,0.0001585055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9257811,0.0001467852,0.001117484,0.07173777,0.00007102828,0.0009756905,0.00002902375,0.0000294773,0.0001116884],"genre_scores_gemma":[0.9909981,0.0001470581,0.0008094471,0.007556513,0.00007989223,0.00003925195,0.00001488601,0.000008222058,0.0003465893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6278762,"threshold_uncertainty_score":0.2306396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435858027128153,"score_gpt":0.2830632894204964,"score_spread":0.2387047091492148,"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."}}