{"id":"W4406335183","doi":"10.1111/jocd.16755","title":"A Retrospective Cohort Study Comparing the Clinical Outcomes of the Hydrosurgery System and Traditional Single‐Incision Surgery for Axillary Osmidrosis","year":2025,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Sympathectomy and Hyperhidrosis Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Hematoma; Retrospective cohort study; Medical record; Complication; Incidence (geometry)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001515894,0.0001531655,0.001461092,0.0002062936,0.0001765327,0.00001745131,0.0001369335,0.0001095499,0.000003427918],"category_scores_gemma":[0.0009934924,0.00007751226,0.0005751484,0.0002228569,0.0002523873,0.00005536161,0.00005395642,0.0002589561,4.829411e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000125216,"about_ca_system_score_gemma":0.0002193178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007116108,"about_ca_topic_score_gemma":0.000004941543,"domain_scores_codex":[0.9975454,0.0004330933,0.00129658,0.0001702831,0.0003858198,0.000168822],"domain_scores_gemma":[0.9951272,0.003488915,0.0007350302,0.0002738425,0.0003096908,0.00006529434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003430222,0.001076085,0.9951642,0.00007699157,0.001360297,0.00005207362,0.0001058046,0.000001532347,0.00003715984,0.0003125869,0.001150992,0.0003193098],"study_design_scores_gemma":[0.002315757,0.0002619211,0.9921247,0.0003351436,0.001472211,0.002126149,0.0004745523,0.0001619294,0.0001780975,0.0003799936,0.0001128072,0.0000567729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951751,0.0005933727,0.0002010116,0.001865792,0.001180889,0.000750744,0.000007920498,0.000008947761,0.0002162297],"genre_scores_gemma":[0.9994045,0.00005651182,0.0001030329,0.0003223072,0.00005308223,0.00002627256,0.000001666714,0.00001016087,0.00002241528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004229458,"threshold_uncertainty_score":0.3160858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06533471092692236,"score_gpt":0.3291146497165094,"score_spread":0.2637799387895871,"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."}}