{"id":"W4312784136","doi":"10.48083/gbma2534","title":"A Systematic Review of Plant-Based Diets and Bladder Cancer: A Call for Further Research","year":2022,"lang":"en","type":"review","venue":"Société Internationale d’Urologie Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Prostate Cancer Foundation","keywords":"Bladder cancer; Medicine; Cancer; Systematic review; Oncology; Internal medicine; MEDLINE; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002067501,0.000336999,0.002404174,0.0003600015,0.0001715136,0.00003425904,0.0003983686,0.0001929649,0.00152462],"category_scores_gemma":[0.001345053,0.0002284435,0.0009362218,0.0002059481,0.0001288387,0.00004741024,0.0001131592,0.001063799,0.000003960107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006769319,"about_ca_system_score_gemma":0.001963304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003108592,"about_ca_topic_score_gemma":0.000006867282,"domain_scores_codex":[0.9963866,0.0006431214,0.001200869,0.00035999,0.001051109,0.0003583415],"domain_scores_gemma":[0.9960897,0.001981687,0.0009670123,0.0002946751,0.0005141936,0.0001527373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001535109,0.0002233618,0.00002668532,0.9296308,0.003532061,0.00008896289,0.000103128,4.329281e-7,2.783636e-7,0.00003674223,0.01146323,0.0547408],"study_design_scores_gemma":[0.00142976,0.000810134,0.000005898897,0.3950057,0.005294298,0.000645451,0.00008055376,0.00001644834,7.637657e-7,0.0001214802,0.5964112,0.0001783094],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004182355,0.9927474,0.00003603322,0.001209727,0.0004902808,0.003649347,0.001234912,0.00001758868,0.0006105008],"genre_scores_gemma":[0.00001402873,0.9944474,0.0001381831,0.001031485,0.0003764329,0.002177256,0.0002963135,0.00005501887,0.001463868],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5849479,"threshold_uncertainty_score":0.9993881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2174006518060662,"score_gpt":0.484234478213389,"score_spread":0.2668338264073228,"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."}}