{"id":"W4416571545","doi":"10.1111/jocd.70552","title":"Comparative Efficacy of Monotherapies for Chronic Hand Eczema: A Network Meta‐Analysis Study","year":2025,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"MEDLINE; Comparative effectiveness research; Evidence-based medicine; Alternative medicine; Clinical trial","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002693738,0.0001606656,0.00249872,0.0004916494,0.00007671522,0.0000216067,0.0001448115,0.00006089119,0.0001037317],"category_scores_gemma":[0.00006367279,0.0001127501,0.0009974898,0.0005494128,0.000123277,0.00005488409,0.0000286269,0.0001601378,0.000001165731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000351575,"about_ca_system_score_gemma":0.0002439335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009017336,"about_ca_topic_score_gemma":0.0001036891,"domain_scores_codex":[0.9983619,0.0001813225,0.0009589996,0.0001203576,0.0001752603,0.0002021316],"domain_scores_gemma":[0.9977257,0.0009527857,0.0006099237,0.0002125884,0.0004404785,0.00005848454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002514991,0.002858907,0.03397211,0.0006086534,0.9274144,0.0003414852,0.005970464,0.00528632,0.001171039,0.002375839,0.01538306,0.002102685],"study_design_scores_gemma":[0.02942088,0.004633233,0.2872057,0.0002618489,0.6315584,0.001165685,0.003863121,0.004432445,0.00675571,0.003276584,0.02699016,0.0004362497],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913957,0.05611293,0.02414926,0.004093731,0.0002905819,0.0009537824,0.000005791841,0.00001025152,0.0004266695],"genre_scores_gemma":[0.9979574,0.0002227734,0.001282358,0.0002837409,0.00005926763,0.00002281207,0.000001914083,0.00000710209,0.0001626498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2958561,"threshold_uncertainty_score":0.4597816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05347727488640434,"score_gpt":0.3654311641883628,"score_spread":0.3119538893019584,"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."}}