{"id":"W3124208607","doi":"10.3389/fmed.2020.637223","title":"Muffin Technique Micrographic Surgery for Non-melanoma Skin Cancer","year":2021,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Basal cell carcinoma; Skin cancer; Basal cell; Melanoma; Surgery; Dermatology; Cancer; Retrospective cohort study; Margin (machine learning); Single Center; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006976892,0.0001443742,0.0001131183,0.0007629141,0.0003842179,0.0002734381,0.0002145765,0.0001203136,0.003183102],"category_scores_gemma":[0.001096944,0.0000586856,0.0001095646,0.0004800581,0.0002504455,0.0001615621,0.0001951312,0.0001156008,0.0002358804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006699459,"about_ca_system_score_gemma":0.001046212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007089658,"about_ca_topic_score_gemma":0.02041022,"domain_scores_codex":[0.9997832,0.00006751902,0.00002090784,0.00001804167,0.00008222061,0.00002812256],"domain_scores_gemma":[0.9992346,0.0002452121,0.0002591888,0.00005367371,0.0001174932,0.00008994297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009360743,0.0002623162,0.9106574,0.0007201134,0.00005883043,0.00320011,0.0008048114,0.00009096989,0.008176363,0.0002186825,0.001251553,0.07362278],"study_design_scores_gemma":[0.0000427167,0.00216209,0.9702007,0.0001887827,0.00005371247,0.01429719,0.001029013,0.0001070371,0.004793849,0.0001016193,0.007015456,0.000007925325],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854644,0.009908887,0.0001972725,0.0001039417,0.0000192402,0.0001219502,0.0000951891,0.000009581247,0.004079474],"genre_scores_gemma":[0.9972743,0.001900879,0.0003246464,0.00003803681,0.00001780875,0.00001324397,0.0000506187,0.00000125238,0.0003791579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007089658,"threshold_uncertainty_score":0.01409674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630833397467103,"score_gpt":0.2924281195045027,"score_spread":0.2761197855298317,"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."}}