{"id":"W2983137438","doi":"10.5489/cuaj.6013","title":"Direct to cystoscopy: A prospective quality assessment of patient preferences","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Cystoscopy; Quality (philosophy); Medicine; Psychology; Medical physics; Internal medicine; Urinary system; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003321685,0.00007664481,0.0002459547,0.0000969008,0.00008615581,0.00002955577,0.00007964278,0.00008971767,0.0005582538],"category_scores_gemma":[0.0003333099,0.00005715016,0.00008765532,0.0001829797,0.000009745787,0.000043292,0.00001312519,0.0002591201,0.00003336617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007153653,"about_ca_system_score_gemma":0.0005638104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008660783,"about_ca_topic_score_gemma":0.0004458651,"domain_scores_codex":[0.9989002,0.0001002549,0.0003068532,0.0001538167,0.0003116813,0.0002272357],"domain_scores_gemma":[0.9987732,0.00008343474,0.0002351475,0.0001045842,0.000374476,0.0004292042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000270618,0.0000560212,0.9959212,0.000005907026,0.00006447497,0.000001526076,0.0001656801,0.00005380194,0.000619047,0.001001357,0.001474254,0.0006096567],"study_design_scores_gemma":[0.0002791407,0.0009203485,0.9896939,0.00001646042,0.00002399963,0.00001435021,0.00008349773,0.00004509071,0.00007368607,0.0009758308,0.007805883,0.00006783419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680061,0.00003387801,0.00005094679,0.008519717,0.0001239553,0.0003859405,0.00002937677,0.00001133508,0.02283876],"genre_scores_gemma":[0.9963989,0.000005179355,0.0006457577,0.002488682,0.00006663752,0.00001873769,0.000006260601,0.000004346919,0.0003654787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02839283,"threshold_uncertainty_score":0.6112487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132533259794042,"score_gpt":0.2991373793060455,"score_spread":0.2778120467081051,"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."}}