{"id":"W4220871257","doi":"10.5489/cuaj.7847","title":"Considerations before changing ambulatory percutaneous nephrolithotomy practices","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Percutaneous nephrolithotomy; Ambulatory; Medicine; General surgery; Percutaneous; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01671671,0.0004004934,0.0008856311,0.001937827,0.007026505,0.006669456,0.003229082,0.01722258,0.01589043],"category_scores_gemma":[0.08769399,0.0005394046,0.001634018,0.001145231,0.003021049,0.005835168,0.003349228,0.01877887,0.0019239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006541396,"about_ca_system_score_gemma":0.03343014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03407206,"about_ca_topic_score_gemma":0.1207289,"domain_scores_codex":[0.9789999,0.006251303,0.00307656,0.00141001,0.006529155,0.003733101],"domain_scores_gemma":[0.8960654,0.03331653,0.005330725,0.002009744,0.02432656,0.03895093],"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":[0.0003056125,0.001297795,0.03295996,0.0009613719,0.0001824341,0.00391815,0.006257754,0.0007404921,0.0009616608,0.01223042,0.6328588,0.3073255],"study_design_scores_gemma":[0.0003159639,0.0005891364,0.07966534,0.005830571,0.0002613798,0.00488204,0.02850075,0.0007874785,0.0007133802,0.0222365,0.8559114,0.0003060518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009365316,0.005588359,0.001422049,0.9568583,0.009789881,0.00009862194,0.0000727416,0.0001246325,0.01668007],"genre_scores_gemma":[0.2058453,0.01445974,0.02345492,0.7073482,0.03559085,0.000464939,0.0003194387,0.0001809228,0.01233566],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03407206,"threshold_uncertainty_score":0.08840752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868644621834931,"score_gpt":0.2619401998685723,"score_spread":0.243253753650223,"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."}}