{"id":"W2025430321","doi":"10.1002/jso.20284","title":"The perimeter technique for lentigo maligna: an alternative to Mohs micrographic surgery","year":2005,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Lentigo maligna; Perimeter; Mohs surgery; Surgery; Lentigo maligna melanoma; Melanoma","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":[0.00149833,0.0001513016,0.0006995244,0.0002354331,0.0001365072,0.00001894962,0.0001790497,0.0001262222,0.00005814818],"category_scores_gemma":[0.000107537,0.00008994267,0.0004268061,0.0001860151,0.0001949226,0.000102247,0.00005528511,0.0003158113,0.000007284853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002830999,"about_ca_system_score_gemma":0.0002389336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006700485,"about_ca_topic_score_gemma":0.0000283661,"domain_scores_codex":[0.9983928,0.0001552577,0.0006855235,0.0001717995,0.0002481809,0.0003464688],"domain_scores_gemma":[0.997297,0.001502213,0.0003675112,0.0001704657,0.0004173244,0.0002454777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02481822,0.004555512,0.06028212,0.0001430689,0.003130318,0.005182581,0.001885226,0.0000591751,0.04115061,0.002360116,0.1748095,0.6816236],"study_design_scores_gemma":[0.001266073,0.003397026,0.004805614,0.00006424164,0.0001065387,0.003266832,0.0001227009,0.000005568174,0.01497994,0.0002299995,0.9716498,0.0001056777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8701255,0.006211154,0.003817144,0.1116652,0.00192993,0.001592843,0.00001739995,0.00002881257,0.004612034],"genre_scores_gemma":[0.9751958,0.003040914,0.01668959,0.001462488,0.002970857,0.0001425233,0.000001698358,0.00003548852,0.0004606423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7968403,"threshold_uncertainty_score":0.3667756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095445879753375,"score_gpt":0.3681275974118025,"score_spread":0.3271731386142687,"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."}}