{"id":"W2046365424","doi":"10.1001/archderm.144.4.462","title":"Lymphatic Invasion Identified by Monoclonal Antibody D2-40, Younger Age, and Ulceration","year":2008,"lang":"en","type":"article","venue":"Archives of Dermatology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University Health Network; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Immunostaining; Lymphovascular invasion; Pathology; Lymphatic system; Univariate analysis; Breslow Thickness; Biopsy; Sentinel lymph node; Lymph node; Melanoma; Immunohistochemistry; Multivariate analysis; Internal medicine; Cancer; Breast cancer; Metastasis","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":[0.0004121413,0.0002589764,0.000216989,0.0005847327,0.0002152351,0.0003099381,0.0001998421,0.0003297092,0.002469856],"category_scores_gemma":[0.002066725,0.0002096453,0.0001852897,0.0003901859,0.0003379738,0.0002861272,0.000225832,0.0002751062,0.0002442538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912625,"about_ca_system_score_gemma":0.0002031145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000805223,"about_ca_topic_score_gemma":0.001204137,"domain_scores_codex":[0.9997662,0.00004375083,0.00002801223,0.00005090473,0.00004843182,0.0000628351],"domain_scores_gemma":[0.9979017,0.0004315333,0.001146058,0.00007374053,0.000123242,0.0003237959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001022603,0.00001705107,0.99728,0.000008775915,0.000009898374,0.0007918485,0.00002745848,0.0000217007,0.001130484,0.000004846891,0.00002817771,0.0005775067],"study_design_scores_gemma":[0.00001160298,0.0001393288,0.9913532,0.00000598974,0.00001867012,0.007740733,0.00008757808,0.0001311881,0.0003806483,0.000009859782,0.000118773,0.000002424354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995356,0.0001949789,0.0000460345,0.00001189184,0.000003142804,0.000003522094,0.00002866766,0.000002019263,0.0001741858],"genre_scores_gemma":[0.9997724,0.00006355556,0.00004747665,0.000007106765,0.000008419836,0.000003174216,0.00003423697,5.084281e-7,0.00006308347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002469856,"threshold_uncertainty_score":0.008262515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495726063446375,"score_gpt":0.2601148064876586,"score_spread":0.2451575458531949,"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."}}