{"id":"W3203366151","doi":"10.5489/cuaj.7339","title":"Fellowship training in endourology: Impact on percutaneous nephrolithotomy access patterns","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Ohio State University","keywords":"Percutaneous nephrolithotomy; Medicine; Medical education; Family medicine; Percutaneous; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009025317,0.00007467185,0.00009994004,0.0004109365,0.000293254,0.0004143348,0.0002881157,0.0003179401,0.004355826],"category_scores_gemma":[0.007625279,0.00007942223,0.0001603558,0.000528588,0.0003215641,0.0004056028,0.0005830642,0.0002840304,0.0002503996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530536,"about_ca_system_score_gemma":0.001156969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005998601,"about_ca_topic_score_gemma":0.008518698,"domain_scores_codex":[0.9992261,0.0002356033,0.00005723206,0.00009713318,0.0001632959,0.0002206866],"domain_scores_gemma":[0.9934875,0.001425394,0.002341041,0.00008554192,0.0004412091,0.002219377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002973239,0.00007274928,0.9918211,0.00002564258,0.00001279461,0.0000863168,0.0002393853,0.00004397629,0.0001235117,0.00003664257,0.0002868563,0.007221423],"study_design_scores_gemma":[0.000002141712,0.0000619614,0.9985861,0.00002563727,0.000004320101,0.0002375391,0.000543463,0.00008721332,0.00002342105,0.00001603555,0.0004102322,0.000002045866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975265,0.0003909585,0.0000839971,0.0005716412,0.0000111378,0.000006179335,0.00007606561,0.000004146909,0.001329332],"genre_scores_gemma":[0.9994705,0.0001971479,0.00007435739,0.00005813941,0.00001074642,0.000003043714,0.00003685665,0.000001592627,0.0001476064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005998601,"threshold_uncertainty_score":0.01457167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03221159588626787,"score_gpt":0.3037880387015155,"score_spread":0.2715764428152476,"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."}}