{"id":"W4283018234","doi":"10.2196/37961","title":"From the Cochrane Library: Interventions for Preventing Occupational Irritant Hand Dermatitis","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irritant contact dermatitis; Dermatology; Hand dermatitis; Cochrane Library; Occupational Dermatitis; Medicine; Psychological intervention; Contact dermatitis; Surgery; Allergy; Randomized controlled trial; Nursing; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005969056,0.0001167056,0.0003021789,0.00007067553,0.0005712573,0.00006149205,0.000176576,0.00004248526,0.002995786],"category_scores_gemma":[0.00005809172,0.00009432642,0.0002773065,0.0001182759,0.00007595753,0.0001491731,0.0001921921,0.0001947343,0.00002050004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002400397,"about_ca_system_score_gemma":0.0001095148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004052477,"about_ca_topic_score_gemma":0.00005497223,"domain_scores_codex":[0.9988998,0.0001189178,0.0004046105,0.0001840661,0.0001775681,0.0002150178],"domain_scores_gemma":[0.9990648,0.0004593703,0.0001470718,0.0002385407,0.00003842514,0.00005181506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003215496,0.000736829,0.1186963,0.001128179,0.0006672343,0.0004162588,0.004127325,0.00002180149,0.001442773,0.01998859,0.8450302,0.007422905],"study_design_scores_gemma":[0.00427501,0.0001959349,0.3762415,0.0005733331,0.0001864669,0.002606469,0.002254577,0.002302885,0.001192822,0.006942272,0.6029454,0.0002833218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211354,0.005995613,0.002010379,0.06525455,0.0007597939,0.001846819,0.001015093,0.0001693918,0.001813016],"genre_scores_gemma":[0.9916791,0.00005271059,0.0008964682,0.00404631,0.0001715585,0.00117855,0.00109304,0.00002393422,0.0008583594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2575451,"threshold_uncertainty_score":0.9979156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0291547250767366,"score_gpt":0.3277708218864517,"score_spread":0.2986160968097151,"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."}}