{"id":"W3188094560","doi":"10.1016/j.jaad.2021.06.181","title":"27764 Muffin technique micrographic surgery for nonmelanoma skin cancer","year":2021,"lang":"en","type":"article","venue":"Journal of the American Academy of Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Skin cancer; Dermatology; Mohs surgery; Melanoma; Margin (machine learning); Surgery; Cancer; Internal medicine","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":[0.0003338216,0.0001187839,0.0001007601,0.0009903918,0.0005642933,0.0002161686,0.0001679058,0.0001837662,0.02862503],"category_scores_gemma":[0.000547823,0.00006175663,0.0001355517,0.0005760528,0.0001767081,0.0002839448,0.0002556806,0.0001507917,0.001309015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000256777,"about_ca_system_score_gemma":0.0004670176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003227753,"about_ca_topic_score_gemma":0.01152838,"domain_scores_codex":[0.9998513,0.00003966255,0.00001091836,0.00001324594,0.00005038391,0.00003430514],"domain_scores_gemma":[0.999749,0.0001192137,0.00002532423,0.00001992895,0.00004056962,0.00004608905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.004776342,0.001970181,0.3915057,0.00138707,0.0001850125,0.006619315,0.001494279,0.0002112973,0.0291937,0.004142463,0.02753073,0.530984],"study_design_scores_gemma":[0.0003420546,0.009722355,0.7989296,0.000431933,0.0001343048,0.01619596,0.001395961,0.0001227864,0.008740695,0.0004780424,0.1634835,0.00002287579],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707353,0.0180407,0.000215201,0.0008595856,0.0004873162,0.0001684743,0.0004406185,0.00001852874,0.1090341],"genre_scores_gemma":[0.9592412,0.007862438,0.0003982611,0.0004016194,0.0002104037,0.00005164585,0.0001935625,0.000004911761,0.03163598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02862503,"threshold_uncertainty_score":0.09576029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02267681538671745,"score_gpt":0.3343272466708293,"score_spread":0.3116504312841119,"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."}}