{"id":"W4283833327","doi":"10.1097/upj.0000000000000325.02","title":"Editorial Commentary","year":2022,"lang":"en","type":"editorial","venue":"Urology Practice","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Queen (butterfly); Family medicine; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004808146,0.001566559,0.001695306,0.001794538,0.003465893,0.005067515,0.003795146,0.0196114,0.1011497],"category_scores_gemma":[0.04350002,0.0006320884,0.001913443,0.0009335201,0.002377261,0.004243781,0.002221478,0.0171998,0.05192245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003835596,"about_ca_system_score_gemma":0.006539956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002931821,"about_ca_topic_score_gemma":0.005114571,"domain_scores_codex":[0.9935334,0.00105647,0.0005490421,0.0008166562,0.003270022,0.0007744362],"domain_scores_gemma":[0.9784348,0.005087358,0.001250873,0.0008760061,0.01143773,0.002913333],"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":[0.000006099745,0.000002711326,0.00001035415,0.00003980425,0.000002455419,0.00007455934,0.000009733069,0.000004230077,0.000007912438,0.0002483108,0.9973586,0.002235173],"study_design_scores_gemma":[0.0000197533,0.000006479992,0.00005897436,0.0003504394,0.000008092307,0.0002416655,0.00004543022,0.00001882695,0.00003755935,0.0006183792,0.9985871,0.000007361886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008509597,0.003716313,0.0001181261,0.3300256,0.6513829,0.00003421907,0.0002087548,0.0001316423,0.01429737],"genre_scores_gemma":[0.001948161,0.005493448,0.0002083558,0.3623123,0.5779783,0.00007284259,0.0002319032,0.0001365685,0.05161815],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1011497,"threshold_uncertainty_score":0.3383794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008857866187214458,"score_gpt":0.3043441008355645,"score_spread":0.2954862346483501,"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."}}