{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005751514,0.003538589,0.01061059,0.01985729,0.0009876841,0.006472073,0.002092635,0.006721273,0.07382102],"category_scores_gemma":[0.04196074,0.001768391,0.004910932,0.0150609,0.0009204302,0.003687625,0.002121692,0.004599962,0.00512397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004619323,"about_ca_system_score_gemma":0.01006831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01575635,"about_ca_topic_score_gemma":0.0401225,"domain_scores_codex":[0.9923002,0.002688311,0.002470037,0.0006137965,0.00161112,0.0003165853],"domain_scores_gemma":[0.9744138,0.01712468,0.004508296,0.0004112833,0.002575587,0.0009664439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001458215,0.00007960608,0.0002925905,0.8041223,0.006178727,0.000162774,0.0001257201,0.0002364102,0.0003093884,0.0009883131,0.09427092,0.09177499],"study_design_scores_gemma":[0.009324902,0.0006894037,0.004037241,0.7139318,0.06089814,0.0005258986,0.0002947965,0.0005640008,0.0006659619,0.002551047,0.2063065,0.0002103373],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001126285,0.9634866,0.0009325321,0.006197063,0.003901932,0.003667008,0.008381399,0.000467962,0.0118393],"genre_scores_gemma":[0.01495981,0.9588367,0.003280767,0.008549897,0.002524222,0.004045066,0.002778941,0.0001501579,0.004874535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07382102,"threshold_uncertainty_score":0.2469559,"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."}}