{"id":"W2122481662","doi":"10.1089/end.2008.0017","title":"Digital Ureteroscopy: The Next Step","year":2008,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Medicine; Ureteroscopy; URETEROSCOPE; Laser; Surgery; Medical physics; Optics; Ureter","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009238755,0.00009550743,0.0002809266,0.00006994919,0.00007611565,0.0000126362,0.000108126,0.00006445555,0.0001072106],"category_scores_gemma":[0.0001527183,0.00004953007,0.000179802,0.00006748038,0.0001237618,0.000124906,0.0000244516,0.0002785406,0.00004209354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002303509,"about_ca_system_score_gemma":0.0001135026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001943979,"about_ca_topic_score_gemma":1.739488e-7,"domain_scores_codex":[0.999213,0.00003401245,0.0002979,0.0000757081,0.0001954885,0.0001838601],"domain_scores_gemma":[0.9992775,0.00009848359,0.0002099534,0.0001607762,0.0001021425,0.0001511672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002018987,0.0006611802,0.9310343,0.00001278657,0.0007540726,0.003234375,0.0005628766,0.000008844304,0.002731073,0.0001695424,0.04672252,0.01208945],"study_design_scores_gemma":[0.006665409,0.004935678,0.5288452,0.00002256169,0.0003256619,0.07149655,0.0001269687,0.00005871374,0.0006725154,0.0001433497,0.3865964,0.0001109983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984599,0.0009071388,0.0001230054,0.00793029,0.0004374497,0.00008350081,0.000003212901,0.000008220074,0.005908186],"genre_scores_gemma":[0.9946293,0.0001696946,0.000309035,0.003436627,0.0004104937,0.000001219977,0.000001499169,0.00001221795,0.001029949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4021891,"threshold_uncertainty_score":0.2019778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150135410410872,"score_gpt":0.2842411410899792,"score_spread":0.2427397869858705,"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."}}