{"id":"W2908997167","doi":"10.2217/cer-2018-0113","title":"Population-based validation of the National Comprehensive Cancer Network recommendations for baseline imaging for bladder cancer: a case for routine baseline bone scan?","year":2019,"lang":"en","type":"article","venue":"Journal of Comparative Effectiveness Research","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Metastasis; Cancer; Bone metastasis; Asymptomatic; Lung cancer; Radiology; Population; Lung; Oncology; 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":[0.003300793,0.000196903,0.0007360351,0.0002826662,0.0003633238,0.00003151197,0.0001309356,0.00005994513,0.0001189262],"category_scores_gemma":[0.0004603586,0.000139005,0.0003681253,0.0005416815,0.00008488644,0.0001713207,0.00002838447,0.0002743542,7.110418e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007832757,"about_ca_system_score_gemma":0.001411618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004743122,"about_ca_topic_score_gemma":0.0001372235,"domain_scores_codex":[0.9971406,0.0008986971,0.0006730352,0.0002677569,0.0006764093,0.0003434489],"domain_scores_gemma":[0.9840612,0.00721183,0.0005535037,0.0001605671,0.007904654,0.0001082532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.05581086,0.002744117,0.4531376,0.003985216,0.004005298,0.00001874019,0.001128812,0.3828529,0.02852122,0.001339574,0.04940651,0.01704917],"study_design_scores_gemma":[0.07465298,0.005872545,0.2481912,0.006548349,0.001896599,0.0003573971,0.001119256,0.4680823,0.1624542,0.004936107,0.02509345,0.000795607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8928608,0.002152619,0.08313068,0.008474715,0.001098588,0.01003869,0.002180628,0.00001260601,0.00005062387],"genre_scores_gemma":[0.9939484,0.00003073757,0.003305923,0.0002176841,0.0008873714,0.001285461,0.0001847589,0.00003375491,0.0001059287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2049464,"threshold_uncertainty_score":0.5668458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506586076286012,"score_gpt":0.4861626378263604,"score_spread":0.3355040301977592,"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."}}