{"id":"W2128326204","doi":"10.1016/j.path.2009.08.004","title":"Melanoma Margin Assessment","year":2009,"lang":"en","type":"review","venue":"Surgical pathology clinics","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Calgary Laboratory Services","funders":"","keywords":"Pagetoid; Medicine; Melanoma; Biopsy; Dermatology; Margin (machine learning); Pathology; Surgical margin; Radiology; Surgery; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009065451,0.0005426519,0.003175058,0.0003150319,0.00008469522,0.0000243041,0.000215034,0.001067656,0.001015428],"category_scores_gemma":[0.0001131266,0.0004116522,0.001319692,0.0003195087,0.0001337233,0.00001867642,0.0001524364,0.001454197,0.001086507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253228,"about_ca_system_score_gemma":0.0003483506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.037437e-7,"about_ca_topic_score_gemma":0.000001620568,"domain_scores_codex":[0.9965253,0.0004975016,0.001320064,0.0008300518,0.0003326018,0.0004944698],"domain_scores_gemma":[0.9978248,0.0004922338,0.0004559969,0.0008585914,0.00006737356,0.0003010374],"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":[0.00003341917,0.0003056322,0.00001211213,0.002292583,0.000157768,0.02436066,0.000003570988,1.16988e-7,2.848691e-8,0.0009301018,0.001994014,0.96991],"study_design_scores_gemma":[0.000893412,0.0009049375,0.00004218546,0.001794206,0.001725763,0.01508541,0.00000638863,0.000007443073,3.166598e-8,0.0001429055,0.9790487,0.0003485642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002475751,0.9299116,0.00005495681,0.0002473941,0.001369325,0.00120897,0.00002346894,0.0002244346,0.06693513],"genre_scores_gemma":[0.00001478438,0.9814939,0.0009755083,0.0005239432,0.0007024575,0.00008254355,0.0002881031,0.0000663262,0.01585246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9770547,"threshold_uncertainty_score":0.9998978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05953615949105985,"score_gpt":0.4095030036135146,"score_spread":0.3499668441224548,"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."}}