{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001326853,0.0001350569,0.000912564,0.0004112683,0.00005441115,0.00001459362,0.0001056868,0.0001806038,0.0008149071],"category_scores_gemma":[0.0001524172,0.00009587689,0.0003401054,0.0001704762,0.00008870033,0.00006175498,0.00004156197,0.0002777289,0.00004127224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003077092,"about_ca_system_score_gemma":0.0001562286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004985904,"about_ca_topic_score_gemma":0.00006294567,"domain_scores_codex":[0.9982255,0.0001651958,0.0008763692,0.0001680768,0.0002798185,0.0002850577],"domain_scores_gemma":[0.9984607,0.0004926206,0.0004239102,0.000134541,0.0002915503,0.000196736],"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":[0.279906,0.006085021,0.004947658,0.0003096178,0.001616411,0.04131107,0.001169308,0.00003998614,0.103315,0.00488993,0.07286065,0.4835493],"study_design_scores_gemma":[0.04009204,0.01056863,0.001825516,0.00008245555,0.000181984,0.004886535,0.0002641791,0.0001729564,0.00169518,0.0004050288,0.9397112,0.0001143321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471514,0.0002893958,0.001205601,0.00927716,0.001809798,0.0009296894,0.000001904461,0.00002065828,0.03931442],"genre_scores_gemma":[0.991161,0.0003284028,0.001842999,0.0005513199,0.00126805,0.00001598122,0.000001816059,0.00001668009,0.004813753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8668505,"threshold_uncertainty_score":0.8922662,"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."}}