{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002570302,0.0001871885,0.001353031,0.0002739022,0.00007459173,0.000005104739,0.0002877126,0.0001170347,0.00002712816],"category_scores_gemma":[0.0002680016,0.000131868,0.0007359638,0.0006653418,0.0007082478,0.00005527133,0.0001187626,0.0005531838,9.158268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008592983,"about_ca_system_score_gemma":0.0004201433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002461922,"about_ca_topic_score_gemma":0.000008526316,"domain_scores_codex":[0.9981435,0.0001916053,0.0008850367,0.0001841193,0.0002607535,0.0003349745],"domain_scores_gemma":[0.9970716,0.0006888888,0.001746724,0.0001872937,0.0002069171,0.00009855799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000789767,0.0003089503,0.8734683,0.0004152451,0.001393193,0.0002160127,0.0001769243,0.000004158541,0.05026659,0.0001229639,0.05943846,0.01339942],"study_design_scores_gemma":[0.001094263,0.0001671534,0.4625152,0.0005254583,0.0005676131,0.02813535,0.0002857457,0.000006253149,0.4223551,0.0005738182,0.08356421,0.0002099177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106884,0.0108257,0.0006196891,0.07705416,0.0003467093,0.0003399042,0.00002892053,0.00000936846,0.0000871215],"genre_scores_gemma":[0.9863604,0.004122629,0.005280322,0.003810482,0.0002612053,0.00005742618,8.494386e-7,0.0000335229,0.00007318176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4109531,"threshold_uncertainty_score":0.537742,"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."}}