{"id":"W4386545802","doi":"10.2147/ppa.s411751","title":"Patient Preferences for Adjuvant Treatment in Muscle-Invasive Urothelial Carcinoma: A Multi-Country Discrete Choice Experiment","year":2023,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bristol-Myers Squibb","keywords":"Medicine; Regimen; Urothelial carcinoma; Internal medicine; Oncology; Logistic regression; Observational study; Cancer; Bladder cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006180786,0.0004429631,0.0005554583,0.0001842208,0.0001526874,0.0000512553,0.0001132629,0.0001273617,0.00007423288],"category_scores_gemma":[0.00009574927,0.0003265396,0.0001142903,0.0003149183,0.0001084633,0.0001851207,0.00009645842,0.000134094,0.00004061489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002150461,"about_ca_system_score_gemma":0.0003734282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227635,"about_ca_topic_score_gemma":0.001110452,"domain_scores_codex":[0.9976237,0.00006891805,0.0005109261,0.0008190485,0.0003505636,0.0006268658],"domain_scores_gemma":[0.9988889,0.0002057183,0.0001563308,0.0003759758,0.0001056129,0.0002675396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002157609,0.002995196,0.5902501,0.000733877,0.0003031441,0.0001606165,0.03233052,0.0000639381,0.01827707,0.0001254322,0.0004506771,0.3521518],"study_design_scores_gemma":[0.02140264,0.02494193,0.8639641,0.001502742,0.0003873639,0.0000211175,0.008294404,0.001612889,0.06996492,0.0004661379,0.006179969,0.001261802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940694,0.001242716,0.00004068487,0.00008415813,0.0002947735,0.003168587,0.0004303109,0.0001108913,0.0005584741],"genre_scores_gemma":[0.9944963,0.0007664206,0.000447848,0.0001584658,0.0000771726,0.003428834,0.0002197667,0.00003660504,0.0003686301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.35089,"threshold_uncertainty_score":0.9999186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07498117337947481,"score_gpt":0.3194310012710001,"score_spread":0.2444498278915253,"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."}}