{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000363405,0.0006650843,0.0007251854,0.002576868,0.0002241019,0.0004997946,0.0005581886,0.0004553111,0.006060552],"category_scores_gemma":[0.001411749,0.0002066468,0.0003577559,0.001158349,0.0002660362,0.0009124254,0.0005421483,0.0004835443,0.002127116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256733,"about_ca_system_score_gemma":0.0004768346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009979293,"about_ca_topic_score_gemma":0.003092629,"domain_scores_codex":[0.9998068,0.00003555102,0.00002823496,0.00003968083,0.00007269601,0.00001706007],"domain_scores_gemma":[0.999619,0.000127676,0.00009906968,0.00001709011,0.000111881,0.00002524503],"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":[0.00003901634,0.00001591712,0.001879119,0.003825679,0.00002971243,0.000510936,0.00002797535,0.00009583116,0.001236404,0.0001921108,0.0189764,0.9731709],"study_design_scores_gemma":[0.00004564279,0.0002422719,0.02912281,0.0203989,0.0007297071,0.04160796,0.0003553984,0.0005417058,0.004512965,0.001812993,0.9005811,0.00004864936],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002337747,0.9824259,0.002009619,0.000503052,0.0005446546,0.00004309512,0.0001070835,0.00008481536,0.01194389],"genre_scores_gemma":[0.04044384,0.9408405,0.005102301,0.00145901,0.0008802442,0.00005992516,0.0005019703,0.00002111647,0.01069116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006060552,"threshold_uncertainty_score":0.02027452,"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."}}