{"id":"W2810079166","doi":"10.1002/jso.25109","title":"Staged margin‐controlled excision (SMEX) for lentigo maligna melanoma in situ","year":2018,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Lentigo maligna; Surgical excision; Surgery; Margin (machine learning); Wide local excision; Surgical margin; Lentigo maligna melanoma; Melanoma; Resection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003455662,0.0001914742,0.0001853713,0.0004190227,0.0001757528,0.0001476225,0.0001792736,0.0001484505,0.001161048],"category_scores_gemma":[0.0006369802,0.00006702254,0.0002497168,0.0002142043,0.000231341,0.0002335958,0.0001924041,0.0001926813,0.00015815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127535,"about_ca_system_score_gemma":0.0002627539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002104765,"about_ca_topic_score_gemma":0.0006249478,"domain_scores_codex":[0.9998772,0.00002976427,0.00001598469,0.00001701104,0.00004366656,0.0000164475],"domain_scores_gemma":[0.9996356,0.00008728776,0.0001959673,0.00002127975,0.00002038784,0.00003949774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000993003,0.0004909944,0.6299347,0.0009343732,0.0001442664,0.02298326,0.0004047745,0.001141287,0.09750168,0.0004967547,0.001037967,0.243937],"study_design_scores_gemma":[0.0001613187,0.009745301,0.6862894,0.0002657489,0.0001360763,0.2632686,0.0005851989,0.002488718,0.02987104,0.0004306897,0.006720459,0.00003725814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927136,0.003720345,0.002072641,0.00006587455,0.00001360978,0.00003467573,0.00003526683,0.00003070693,0.001313285],"genre_scores_gemma":[0.9974425,0.001081233,0.001155128,0.00003616553,0.00001657945,0.00001034725,0.00003723912,0.000003183592,0.0002177148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001161048,"threshold_uncertainty_score":0.003884077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381007917341769,"score_gpt":0.323808572613521,"score_spread":0.2999984934401033,"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."}}