{"id":"W4416691437","doi":"10.1097/ju.0000000000004841","title":"Editorial Comment","year":2025,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005553333,0.0000326606,0.0001341123,0.0001083505,0.0002682446,0.00001537366,0.0004507599,0.00003887602,0.0005069388],"category_scores_gemma":[0.001128357,0.00001967428,0.00005924501,0.0002813116,0.0004435634,0.00005333018,0.00004706826,0.0002844349,0.00007335289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005729495,"about_ca_system_score_gemma":0.0002682349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001706632,"about_ca_topic_score_gemma":0.0002342959,"domain_scores_codex":[0.9962787,0.002997544,0.0002034239,0.00003165207,0.0003483006,0.0001403694],"domain_scores_gemma":[0.9973072,0.001965253,0.0001309258,0.00007671158,0.0004839434,0.00003601284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001286044,0.00002781937,0.0002645349,5.198406e-7,0.00008179094,6.059455e-7,0.006067375,0.00003353679,0.0002406465,0.05013413,0.9425799,0.0004404976],"study_design_scores_gemma":[0.0001851444,0.0001081396,0.0002897552,0.000001434331,0.00003208151,3.775464e-7,0.00287003,0.00001299048,0.00003700677,0.02847885,0.9679682,0.00001596571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0492881,0.002646352,0.02344712,0.6729669,0.08596522,0.0002830831,0.000002198505,0.00001458474,0.1653865],"genre_scores_gemma":[0.9726788,0.0003281036,0.00004101577,0.002673556,0.02228751,9.881963e-7,1.88344e-7,0.000001902866,0.0019879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9233907,"threshold_uncertainty_score":0.5550624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06706682078639283,"score_gpt":0.4839291248002598,"score_spread":0.416862304013867,"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."}}