{"id":"W4252718001","doi":"10.5489/cuaj.608","title":"What is BPS and how should it be managed in real life clinical practice?","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Clinical Practice; Medicine; Psychology; Nursing","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005064319,0.0001349603,0.0003134606,0.0001935074,0.001069566,0.0003966677,0.0001281815,0.0008050047,0.001566815],"category_scores_gemma":[0.008969848,0.0001132437,0.00006068335,0.0002600204,0.00003246495,0.001228417,0.0000293574,0.002227537,0.0001310613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007950427,"about_ca_system_score_gemma":0.001432909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00744891,"about_ca_topic_score_gemma":0.01326833,"domain_scores_codex":[0.9954007,0.002539421,0.0007837989,0.000267777,0.0003331346,0.0006751839],"domain_scores_gemma":[0.9956436,0.001685944,0.0005050398,0.0001310778,0.0007927365,0.001241659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001859309,0.00004006368,0.7996745,0.000009624172,0.00004188571,0.00002648623,0.002084426,0.0000710868,0.000001409125,0.0009871267,0.1916083,0.005436464],"study_design_scores_gemma":[0.000945669,0.0001475937,0.7341545,0.0000439291,0.00002398866,0.00001122939,0.009334524,0.005653525,6.843864e-8,0.0004774343,0.249029,0.0001786346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2569108,0.0001673569,0.0001529839,0.7386506,0.001012074,0.0004910135,0.0000100811,0.00001897896,0.002586098],"genre_scores_gemma":[0.7832243,0.006461071,0.0025294,0.2040476,0.000851623,0.00005980163,0.00002395258,0.00001754923,0.00278473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.534603,"threshold_uncertainty_score":0.999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549740396155497,"score_gpt":0.4406924846386472,"score_spread":0.2857184450230975,"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."}}