{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006362237,0.0002965869,0.001291385,0.0005753709,0.00008259396,0.000007135904,0.0001255137,0.0001934248,0.0001592976],"category_scores_gemma":[0.000429625,0.0002576843,0.000205556,0.001021577,0.0003178869,0.00005547087,0.00005932509,0.0003379861,0.000002320563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002830471,"about_ca_system_score_gemma":0.0003940759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002466393,"about_ca_topic_score_gemma":0.0002343778,"domain_scores_codex":[0.9979135,0.00005447941,0.0005849574,0.000571851,0.0003219882,0.0005532111],"domain_scores_gemma":[0.9987443,0.0002569793,0.0001405009,0.0004790117,0.0002229687,0.0001562168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002648081,0.0001414651,0.5675823,0.0004725091,0.0002457582,0.0003345828,0.0003911249,7.374233e-7,0.002306312,0.00001187773,0.4008507,0.0273978],"study_design_scores_gemma":[0.007114706,0.0006598196,0.5370386,0.00457634,0.0005877105,0.0003328366,0.002615343,0.0001612233,0.0413072,0.001186304,0.4036721,0.0007478254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4799356,0.211605,0.1868316,0.08021161,0.02282121,0.008440228,0.0002082663,0.000406636,0.009539879],"genre_scores_gemma":[0.8270991,0.02028047,0.1297539,0.00716976,0.004296128,0.005359247,0.0003308064,0.0002530059,0.005457563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3471636,"threshold_uncertainty_score":0.9999875,"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."}}