{"id":"W2521353679","doi":"10.1101/075705","title":"Assessing Prediction Performance of Neoadjuvant Chemotherapy Response in Bladder Cancer","year":2016,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bladder cancer; Chemotherapy; Medicine; Complete response; Oncology; Neoadjuvant therapy; Internal medicine; Cancer; Breast cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001918084,0.0006034618,0.0006376994,0.0009732961,0.0001757111,0.0009097877,0.0003282718,0.0006709657,0.001413131],"category_scores_gemma":[0.00657812,0.0001602314,0.0004801631,0.0005273786,0.0001895241,0.0003465122,0.0003904267,0.0006067684,0.0007237473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004817471,"about_ca_system_score_gemma":0.0003850056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003350268,"about_ca_topic_score_gemma":0.002668129,"domain_scores_codex":[0.9993339,0.0002995276,0.00004181589,0.0001650069,0.0001034743,0.00005618031],"domain_scores_gemma":[0.9965371,0.0024443,0.0003118768,0.0002247663,0.0002803554,0.0002016565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002440128,0.0006166414,0.7607672,0.0002099155,0.0003820767,0.00009433991,0.00006739399,0.1057893,0.006111551,0.0002630748,0.01378978,0.1094687],"study_design_scores_gemma":[0.00007088103,0.0008991372,0.2301806,0.0000492535,0.000179746,0.0001703706,0.0001474387,0.7573103,0.00768113,0.0009938277,0.002277269,0.00004012711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821551,0.001663436,0.008218667,0.001231467,0.0001273048,0.00006243623,0.004272249,0.000453142,0.001816279],"genre_scores_gemma":[0.9921796,0.0001672481,0.003116824,0.00008668662,0.00004690904,0.00002384435,0.003830232,0.00001319503,0.0005354566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003350268,"threshold_uncertainty_score":0.01014388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022957946896804,"score_gpt":0.2777180495227317,"score_spread":0.2574884700537637,"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."}}