{"id":"W3158888399","doi":"10.1097/cmr.0000000000000736","title":"Impact of the development of immune related adverse events in metastatic melanoma treated with PD -1 inhibitors","year":2021,"lang":"en","type":"article","venue":"Melanoma Research","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Metastatic melanoma; Adverse effect; Melanoma; Immune system; Medicine; Oncology; Cancer research; Immunology; Internal medicine","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":[0.00132751,0.0001494009,0.0004231747,0.000310856,0.000072938,0.000002604509,0.0001722583,0.00007695238,0.0004244753],"category_scores_gemma":[0.0001419368,0.00008563024,0.0002090926,0.001955179,0.0002045342,0.00005146227,0.0001002233,0.0003508098,0.000008435085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004450235,"about_ca_system_score_gemma":0.001775357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008844209,"about_ca_topic_score_gemma":0.0003686642,"domain_scores_codex":[0.9974383,0.0004281109,0.0007218643,0.0002432368,0.0007999295,0.0003685997],"domain_scores_gemma":[0.9987839,0.0001478365,0.0001570233,0.0004794829,0.0003598895,0.00007180929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004556737,0.0006542097,0.7768714,0.0001535545,0.00092398,0.0001043199,0.001911405,0.00001136553,0.2104776,0.000006766422,0.00004316849,0.004285488],"study_design_scores_gemma":[0.00432246,0.000582756,0.7842463,0.0005636635,0.00002972385,0.00005211294,0.0007156014,0.0000227261,0.2093099,0.00001039333,0.0000707326,0.00007359948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973282,0.000765051,0.000001933124,0.0001521867,0.00003758172,0.0005741899,0.000009495599,0.000007614409,0.001123767],"genre_scores_gemma":[0.9979851,0.00003810832,0.0003281805,0.000003676656,0.000007425106,0.00003205464,0.00002980519,0.00002302883,0.00155263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007374956,"threshold_uncertainty_score":0.4647707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263292290255613,"score_gpt":0.3553960744760919,"score_spread":0.3127631515735357,"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."}}