{"id":"W4416926860","doi":"10.1097/upj.0000000000000923","title":"Editorial Commentary","year":2025,"lang":"en","type":"article","venue":"Urology Practice","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; University of Alberta","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01182128,0.00004203158,0.00007836032,0.0000567688,0.0005627869,0.00003906364,0.0001940851,0.0001729289,0.0001350712],"category_scores_gemma":[0.03130673,0.00004167776,0.00002581715,0.0002319665,0.0007396615,0.0002914949,0.00006935575,0.0005648211,0.00006947485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005145054,"about_ca_system_score_gemma":0.0003099883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002673735,"about_ca_topic_score_gemma":0.000309243,"domain_scores_codex":[0.9922984,0.006938714,0.00009993804,0.0001318934,0.0002860913,0.0002449648],"domain_scores_gemma":[0.9842817,0.01525103,0.00004562727,0.0001111995,0.0002514386,0.00005900997],"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":[0.00008621009,0.00003983378,0.00007656041,0.000002062264,0.0000241137,0.000002211614,0.003514241,4.367002e-7,0.00001760935,0.2996345,0.6933594,0.003242775],"study_design_scores_gemma":[0.0001603248,0.00004480595,0.00002242939,0.000001092724,0.00001870521,1.399275e-7,0.006040298,0.000003942249,0.000005558283,0.04981406,0.9438546,0.00003408512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001156666,0.0001752856,0.00442468,0.6388152,0.04535377,0.000105835,0.000001818009,0.00003752124,0.3109702],"genre_scores_gemma":[0.04698152,0.004433115,0.0821699,0.4616653,0.3821533,0.0001463968,0.00002094126,0.00003507425,0.02239444],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3367996,"threshold_uncertainty_score":0.976853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09829637835199541,"score_gpt":0.5773114433759493,"score_spread":0.4790150650239539,"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."}}