{"id":"W3206277101","doi":"10.15557/cgo.2020.0008","title":"Immunotherapy toxicities in metastatic vulvar and vaginal melanomas: a retrospective cohort study","year":2020,"lang":"en","type":"article","venue":"Ginekologia Onkologiczna/Current Gynecologic Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"University of Toronto","keywords":"Medicine; Melanoma; Retrospective cohort study; Adverse effect; Internal medicine; Oncology; Dermatology; Cancer research","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000427479,0.0002521665,0.000395274,0.0005443886,0.0005265208,0.0005882729,0.0002924808,0.0003293922,0.001323303],"category_scores_gemma":[0.001460481,0.0003909656,0.0005929707,0.0008904536,0.0001531714,0.000509755,0.0003943344,0.0005972098,0.0002242979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003539283,"about_ca_system_score_gemma":0.0003869684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003291589,"about_ca_topic_score_gemma":0.003576611,"domain_scores_codex":[0.9996259,0.0000561633,0.0000452136,0.000117117,0.00006746013,0.00008820454],"domain_scores_gemma":[0.9990609,0.0001131993,0.0004520162,0.000116168,0.00006588838,0.000191929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00011055,0.00002822728,0.9983657,0.00000563538,0.00004266734,0.000288658,0.00003935103,0.00002242372,0.0001306648,0.00001507032,0.00007383282,0.0008772422],"study_design_scores_gemma":[0.00001859637,0.0002422371,0.9954286,0.00001079643,0.00005628468,0.00317031,0.0002779599,0.0001803717,0.00008206823,0.00003447475,0.0004910305,0.000007275646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991292,0.0002914873,0.0000716389,0.00002106662,0.000005177255,0.00001018559,0.0002307936,0.000001986442,0.0002385198],"genre_scores_gemma":[0.9993519,0.0001763635,0.00004925532,0.00002060478,0.000009703731,0.000008939828,0.0002717703,0.000002102333,0.0001093581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003291589,"threshold_uncertainty_score":0.006544828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03597605388170191,"score_gpt":0.3292158606143972,"score_spread":0.2932398067326953,"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."}}