{"id":"W4415383036","doi":"10.3126/njdvl.v23i2.82687","title":"Outcomes of the Southampton Wound Grading System in Punch Biopsy Wounds","year":2025,"lang":"en","type":"article","venue":"Nepal Journal of Dermatology Venereology & Leprology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Punch Biopsy; Biopsy; Complication; Scars; Dehiscence; Incisional biopsy","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":[0.0004339769,0.0002780364,0.001742912,0.0007769573,0.0001057398,0.000004389085,0.0004971147,0.0005513506,0.0000184507],"category_scores_gemma":[0.0003154405,0.0001867003,0.0003490929,0.000553686,0.001067641,0.00005716238,0.0002449439,0.0009606025,0.000004724481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002052394,"about_ca_system_score_gemma":0.0005257791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007287521,"about_ca_topic_score_gemma":0.000166932,"domain_scores_codex":[0.9971212,0.0004942223,0.001356543,0.0002943699,0.0002084975,0.0005252151],"domain_scores_gemma":[0.9977667,0.0005598872,0.0008603346,0.0004854884,0.0002594895,0.00006807657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006091615,0.0001277533,0.9893872,0.000194413,0.0008033893,0.001118969,0.0004074318,0.00001554758,0.0008083916,0.005688379,0.0003180388,0.0005213544],"study_design_scores_gemma":[0.00409266,0.0001532464,0.9572948,0.0002013359,0.0004032582,0.03221128,0.000722326,0.00003866411,0.001685205,0.001758523,0.001325014,0.0001136804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749238,0.003494731,0.0002254485,0.01549985,0.002436062,0.0002748506,0.000002824377,0.0000150798,0.00312738],"genre_scores_gemma":[0.9982287,0.00005675175,0.0004860197,0.0009974904,0.00008351265,0.00001922004,0.000001076834,0.00001706726,0.0001101604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03209236,"threshold_uncertainty_score":0.7613415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00996852400754249,"score_gpt":0.280089004550635,"score_spread":0.2701204805430925,"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."}}