{"id":"W4388700065","doi":"10.1038/s41585-023-00835-x","title":"Idea sprint: generating research priorities for urinary stone disease","year":2023,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Agency (philosophy); Session (web analytics); Disease; Public health; Medical education; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004822526,0.001315483,0.003393239,0.004404508,0.0006363156,0.003201351,0.00129922,0.004466051,0.01326508],"category_scores_gemma":[0.006020756,0.0005093305,0.001767013,0.003125279,0.001082199,0.004174116,0.002844558,0.005336119,0.00330659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001861253,"about_ca_system_score_gemma":0.006930944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881936,"about_ca_topic_score_gemma":0.005379131,"domain_scores_codex":[0.9987581,0.0004497015,0.0001795198,0.0001058924,0.0003580416,0.0001487892],"domain_scores_gemma":[0.9953277,0.003040826,0.0003825168,0.00008338127,0.0007529139,0.0004126206],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001707432,0.00006716187,0.0001502924,0.06178086,0.0003058209,0.0001378557,0.0001318644,0.0002000274,0.0004463229,0.009821733,0.1402866,0.7865008],"study_design_scores_gemma":[0.0001707664,0.0001774655,0.0005241836,0.03681017,0.0005887721,0.0003139755,0.0001581467,0.0001252014,0.0001104846,0.008775344,0.9522104,0.0000350006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002991983,0.9946577,0.00009787644,0.003029758,0.001460935,0.00001043301,0.00003280545,0.0000164993,0.0006641077],"genre_scores_gemma":[0.0006257936,0.9918529,0.0004541433,0.004684989,0.001549198,0.00002546336,0.00005536446,0.000006026223,0.0007462372],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9951774,"threshold_uncertainty_score":0.04437608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2354182039949646,"score_gpt":0.5130468597676386,"score_spread":0.277628655772674,"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."}}