{"id":"W4323362499","doi":"10.21037/sci-2023-004","title":"Recreating heterogeneity of bladder cancer microenvironment to study its recurrences and progression","year":2023,"lang":"en","type":"letter","venue":"Stem Cell Investigation","topic":"Ferroptosis and cancer prognosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Tumor microenvironment; Bladder cancer; Medicine; Cancer; Urothelial cancer; Tumor heterogeneity; Biology; 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":[0.0002722474,0.000277947,0.0004738267,0.0001478297,0.00008782779,0.00002736408,0.00009389256,0.000257719,0.00005630535],"category_scores_gemma":[0.00001198193,0.0002308555,0.00006517271,0.0002500049,0.00007661102,0.00004953684,0.0001080885,0.0004360029,0.00002211063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109464,"about_ca_system_score_gemma":0.00008903298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001124391,"about_ca_topic_score_gemma":0.00002442886,"domain_scores_codex":[0.9979789,0.0001689244,0.0004836125,0.0005957575,0.0005284944,0.0002443211],"domain_scores_gemma":[0.9991002,0.00004888464,0.0003672726,0.0002706112,0.00008547665,0.0001275701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001196043,0.0003365494,0.384366,0.005511749,0.000582505,0.00007541364,0.00758262,0.0000281802,0.05852599,6.371908e-7,0.4572315,0.08563923],"study_design_scores_gemma":[0.001883441,0.004388331,0.09911337,0.007474895,0.00174767,0.000009380419,0.001865873,0.0001776482,0.8290367,0.0000205519,0.05329008,0.0009920634],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389475,0.002186911,0.000002057835,0.05628226,0.0002821985,0.002117466,0.0000483454,0.0000484268,0.00008485066],"genre_scores_gemma":[0.905506,0.00212467,0.001081341,0.08356452,0.001975549,0.002678524,0.0004010348,0.0002013399,0.002467065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7705107,"threshold_uncertainty_score":0.9414013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07061830096724708,"score_gpt":0.3212875755956961,"score_spread":0.250669274628449,"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."}}