{"id":"W4379012313","doi":"10.1158/1538-7755.asgcr23-abstract-96","title":"Abstract 96: When Canada is a Under-Resourced Country: Patient-Oriented Research on Optimizing Rational Decision-Making for Bladder Cancer","year":2023,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Medicine; Bladder cancer; Citation; Quality (philosophy); Cancer; Family medicine; Intensive care medicine; Nursing; Political science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02676661,0.0003084933,0.0009164638,0.001089714,0.01438852,0.01261168,0.001963011,0.002876612,0.008306016],"category_scores_gemma":[0.08344424,0.0003198125,0.0004897803,0.003367157,0.01074687,0.004336939,0.003462056,0.005936841,0.0003378246],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0668511,"about_ca_system_score_gemma":0.3807018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7695369,"about_ca_topic_score_gemma":0.8583341,"domain_scores_codex":[0.9739302,0.01827466,0.0005622676,0.0006520863,0.002818331,0.003762409],"domain_scores_gemma":[0.9050669,0.05027347,0.007817297,0.00175876,0.01665732,0.01842619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007036253,0.001502234,0.1143026,0.006947449,0.000518111,0.001258539,0.1184588,0.002588334,0.0004784932,0.1430247,0.3062288,0.3039884],"study_design_scores_gemma":[0.0004644598,0.0009129334,0.1239275,0.02414774,0.0006811531,0.0003791161,0.5607165,0.002427042,0.001039923,0.06766798,0.2172908,0.0003448698],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1675662,0.01762772,0.001699263,0.7577382,0.001456974,0.0006250016,0.0008383786,0.00005217532,0.05239599],"genre_scores_gemma":[0.932302,0.01320076,0.003935837,0.0480914,0.0002273375,0.0003082615,0.000193768,0.00001832921,0.001722296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9331489,"threshold_uncertainty_score":0.485041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273503175271964,"score_gpt":0.4480561198583872,"score_spread":0.3207058023311908,"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."}}