{"id":"W1942882660","doi":"10.5489/cuaj.3198","title":"Getting started with ambulatory PCNL: A CanMEDS perspective","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Queen's University","funders":"","keywords":"Perspective (graphical); Ambulatory; Medicine; Computer science; Surgery; Artificial intelligence","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":[0.006528861,0.0006009392,0.0009018175,0.00162141,0.00469055,0.009501918,0.002637252,0.01266901,0.04715647],"category_scores_gemma":[0.03051828,0.0004150836,0.001211455,0.00226958,0.003551671,0.01044044,0.00514812,0.01882418,0.00600184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01205614,"about_ca_system_score_gemma":0.03093282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04364124,"about_ca_topic_score_gemma":0.174354,"domain_scores_codex":[0.994047,0.00101179,0.0006242311,0.0008056968,0.002051365,0.001459894],"domain_scores_gemma":[0.9396214,0.009868746,0.002789165,0.0007031973,0.01160971,0.03540784],"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":[0.0001264112,0.0003078762,0.007360214,0.0009539866,0.00007454093,0.001721567,0.0007396587,0.0001865215,0.0001667979,0.01346689,0.7812465,0.193649],"study_design_scores_gemma":[0.0001023341,0.0002825944,0.01468197,0.009221124,0.0001287417,0.004263314,0.006995607,0.0003399286,0.0001378216,0.01989634,0.9437705,0.0001796819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001306338,0.02710237,0.0003640739,0.9366142,0.01090635,0.00001212493,0.0001912944,0.00003849014,0.02346468],"genre_scores_gemma":[0.05346859,0.1415894,0.003042485,0.7044678,0.08210523,0.00005544088,0.0005985805,0.0001572663,0.01451513],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04715647,"threshold_uncertainty_score":0.1577541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787616319603396,"score_gpt":0.2411674250858861,"score_spread":0.2232912618898521,"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."}}