{"id":"W2184202308","doi":"10.1016/s1701-2163(16)34619-9","title":"Post-surgical Treatment of Melanoma In Situ of the Vulva With Imiquimod","year":2010,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Imiquimod; Vulva; Melanoma; Gynecology; Surgical excision; Dermatology; Surgery; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00008235978,0.00007379233,0.0003117538,0.0001555221,0.00002120252,0.000002495157,0.00005792143,0.00006068934,0.0001032763],"category_scores_gemma":[0.0002615511,0.00004044328,0.00004911051,0.0002027148,0.00006375644,0.00001369566,0.00001609461,0.0001631022,5.995854e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379374,"about_ca_system_score_gemma":0.0006858203,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009248356,"about_ca_topic_score_gemma":0.1566564,"domain_scores_codex":[0.9992931,0.00002492911,0.0003170907,0.00006599722,0.0001949847,0.0001038768],"domain_scores_gemma":[0.9989343,0.0004140458,0.0002779792,0.0001147806,0.0001750543,0.00008383111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003905715,0.001332849,0.7223407,0.0001462813,0.0006492817,0.01684029,0.0006462105,0.00006628299,0.008556829,0.0006889497,0.0002600335,0.2480817],"study_design_scores_gemma":[0.006142289,0.004566188,0.953833,0.000009675281,0.0001851861,0.00192631,0.0004302757,0.00003229419,0.004756814,0.00002016084,0.0280221,0.00007572652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945195,0.00042119,0.000001247072,0.000654069,0.002202907,0.0001354475,0.000004309756,7.868599e-7,0.002060524],"genre_scores_gemma":[0.9994683,0.00005726953,0.0001048742,0.00006935792,0.00001530064,9.961261e-7,3.910633e-7,0.000004775502,0.0002787009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.248006,"threshold_uncertainty_score":0.9973491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006463495866174248,"score_gpt":0.2118070901983818,"score_spread":0.2053435943322075,"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."}}