{"id":"W4309161022","doi":"10.1097/cmr.0000000000000858","title":"Survivals following discontinuation of PD-1 inhibitor treatment in advanced melanoma patients","year":2022,"lang":"en","type":"article","venue":"Melanoma Research","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Queen's University","funders":"","keywords":"Discontinuation; Medicine; Toxicity; Internal medicine; Retrospective cohort study; Surgery; Oncology; Gastroenterology","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":[],"consensus_categories":[],"category_scores_codex":[0.001229978,0.0001154658,0.0003187223,0.0004246059,0.0001510836,0.00001184193,0.0001243519,0.00004133751,0.0003613374],"category_scores_gemma":[0.00009910047,0.00009861952,0.0001532548,0.0007406794,0.00005572123,0.00007881597,0.0001028562,0.0002100331,0.000007709485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008697228,"about_ca_system_score_gemma":0.0002241188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430719,"about_ca_topic_score_gemma":0.0002684427,"domain_scores_codex":[0.9976119,0.0004279242,0.0003818326,0.0002890144,0.0009250643,0.0003642068],"domain_scores_gemma":[0.9992677,0.0001970721,0.00007165234,0.0003091576,0.00009112738,0.00006330442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006502995,0.001846759,0.8173701,0.00004132597,0.0001598715,0.00008171607,0.001809401,0.00001073567,0.05474133,0.00004177627,0.0003087051,0.1170853],"study_design_scores_gemma":[0.01656001,0.008521443,0.9122174,0.0001415278,0.00002492391,0.000004310843,0.002187746,0.0000854526,0.04329851,0.0000546202,0.01671178,0.0001922206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956489,0.0006597372,0.000001996709,0.0003985701,0.0002803185,0.001089422,0.00003410125,0.00001359003,0.001873419],"genre_scores_gemma":[0.997541,0.00004317743,0.00007288197,0.00001905337,0.00004752197,0.0003549959,0.0001200218,0.00002229084,0.001779101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168931,"threshold_uncertainty_score":0.4021588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04796817465584214,"score_gpt":0.3649881183745609,"score_spread":0.3170199437187188,"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."}}