{"id":"W2980545575","doi":"10.2196/15363","title":"Evaluation of Patterns of Presentation, Practice, and Outcomes of Upper Tract Urothelial Cancer: Protocol for an Observational, International, Multicenter, Cohort Study by the Clinical Research Office of the Endourology Society","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Medicine; Protocol (science); Cohort; Randomized controlled trial; Clinical trial; Cohort study; Family medicine; Surgery; Internal medicine; Alternative medicine; Pathology","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":[0.06296457,0.003480173,0.004746805,0.004909113,0.003519073,0.002722616,0.003399359,0.002694013,0.01204396],"category_scores_gemma":[0.03697024,0.002096497,0.004501157,0.006247777,0.002323963,0.003234227,0.002704979,0.002868912,0.004382349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00497,"about_ca_system_score_gemma":0.02361702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0025946,"about_ca_topic_score_gemma":0.00372875,"domain_scores_codex":[0.9619562,0.02208131,0.00904168,0.003046665,0.002581347,0.001292872],"domain_scores_gemma":[0.9637596,0.005627175,0.009450542,0.006265139,0.01202003,0.002877524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2096985,0.03669564,0.2730232,0.0765444,0.006774552,0.003862369,0.01435045,0.01494742,0.01521219,0.02244951,0.1530225,0.1734192],"study_design_scores_gemma":[0.1132068,0.05071157,0.4499274,0.02890772,0.003300301,0.002116623,0.009574474,0.01307364,0.006681326,0.01067076,0.3107437,0.001085589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006614871,0.0003341758,0.004989111,0.0002008104,0.0001256993,0.9810512,0.005773437,0.00005490589,0.0008557732],"genre_scores_gemma":[0.003730536,0.0001878776,0.005839502,0.0001065674,0.00003946489,0.9875333,0.002404669,0.000008437934,0.000149517],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06296457,"threshold_uncertainty_score":0.3329925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.547238077897048,"score_gpt":0.6684617208639847,"score_spread":0.1212236429669367,"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."}}