{"id":"W4296364403","doi":"10.3390/ph15091154","title":"Response to Anti-PD1/L1 Antibodies in Advanced Urothelial Cancer in the ‘Real-Life’ Setting","year":2022,"lang":"en","type":"article","venue":"Pharmaceuticals","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Urothelial cancer; Medicine; Antibody; Cancer; Oncology; Bladder cancer; Internal medicine; Immunology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001163976,0.0002013063,0.0003602449,0.0002136246,0.0001627762,0.00002075919,0.0002207584,0.00003265515,0.001127683],"category_scores_gemma":[0.0002071308,0.0001545013,0.00007855414,0.0006484297,0.00005174575,0.00006743168,0.0001309588,0.0004483981,0.00003672623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002915302,"about_ca_system_score_gemma":0.0003317625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003254177,"about_ca_topic_score_gemma":0.00005896896,"domain_scores_codex":[0.9976316,0.0006078454,0.0003638804,0.0003825482,0.0004909487,0.0005231907],"domain_scores_gemma":[0.9991038,0.000366524,0.00004744825,0.0002747557,0.0000305277,0.0001769444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02819546,0.00195731,0.6426929,0.0001866113,0.00023212,0.001543078,0.01885154,0.004126463,0.2514313,0.0002421682,0.003231726,0.04730931],"study_design_scores_gemma":[0.01723711,0.0008224882,0.8002813,0.0002120635,0.0002392741,0.00008148735,0.004209557,0.001111311,0.02320713,0.000134565,0.151871,0.0005927556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676572,0.001159516,0.00000779314,0.02733676,0.0003041696,0.001323875,0.0001869168,0.00004707996,0.001976657],"genre_scores_gemma":[0.9824322,0.0004395927,0.00009492241,0.01576876,0.0001283352,0.00076049,0.000006931746,0.00003427002,0.0003344737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2282242,"threshold_uncertainty_score":0.9997854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04936229062270905,"score_gpt":0.4183144258799173,"score_spread":0.3689521352572083,"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."}}