{"id":"W2787509831","doi":"10.2196/resprot.8862","title":"Confocal Laser Endomicroscopy for the Diagnosis of Urothelial Carcinoma in the Bladder and the Upper Urinary Tract: Protocols for Two Prospective Explorative Studies","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mauna Kea Technologies","keywords":"Urothelial carcinoma; Medicine; Urinary system; Urology; Upper urinary tract; Endomicroscopy; Confocal; Pathology; Radiology; Bladder cancer; Internal medicine; Cancer; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06216555,0.003495503,0.002157944,0.003524145,0.003847652,0.001028357,0.0028387,0.00296356,0.0101795],"category_scores_gemma":[0.01367062,0.002634326,0.002020226,0.002500531,0.002607365,0.001328583,0.002811357,0.002448783,0.003667538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394517,"about_ca_system_score_gemma":0.005180811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009365973,"about_ca_topic_score_gemma":0.002390713,"domain_scores_codex":[0.9646516,0.02022554,0.004725352,0.003303112,0.005510161,0.001584168],"domain_scores_gemma":[0.9801362,0.002817634,0.001375197,0.006419701,0.00790144,0.001349879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03273106,0.01939536,0.03154189,0.005358071,0.0005368955,0.001610488,0.003012484,0.002472656,0.7626202,0.005680292,0.006294338,0.1287463],"study_design_scores_gemma":[0.02454545,0.1597704,0.1310418,0.002942427,0.002071242,0.009875551,0.00177494,0.01027481,0.4471711,0.00456517,0.2049734,0.0009937299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1513028,0.006287626,0.2987106,0.0005697994,0.0004541863,0.5287427,0.001993465,0.001330153,0.01060889],"genre_scores_gemma":[0.05245452,0.001958914,0.4495295,0.0004037822,0.0001354453,0.4896649,0.002292943,0.0002264579,0.003333642],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06216555,"threshold_uncertainty_score":0.3287668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2650180377197814,"score_gpt":0.5550446163159137,"score_spread":0.2900265785961323,"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."}}