{"id":"W2885197628","doi":"10.1016/j.ijsu.2018.05.689","title":"International Multicentre Validation and Transferability of the SIMULATE Ureterorenoscopy Training Curriculum","year":2018,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University","funders":"","keywords":"Medicine; Transferability; Curriculum; Medical education; Medical physics; Statistics; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02088383,0.000516071,0.0003190603,0.001225087,0.0006141327,0.0007301533,0.0007108831,0.000626076,0.00231973],"category_scores_gemma":[0.0293149,0.0003076674,0.0006806303,0.0009356558,0.0008139035,0.000845867,0.002518218,0.0006069258,0.0007779203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361127,"about_ca_system_score_gemma":0.002579749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611729,"about_ca_topic_score_gemma":0.001672935,"domain_scores_codex":[0.9902318,0.005589334,0.0008785621,0.001097335,0.001655572,0.0005473146],"domain_scores_gemma":[0.9796754,0.006333993,0.003395737,0.003373706,0.005533413,0.001687696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002391715,0.003939775,0.9244761,0.0002708472,0.0001409854,0.00012945,0.007359717,0.0009291826,0.00427186,0.0002342437,0.0006929517,0.05516321],"study_design_scores_gemma":[0.0002558362,0.00745954,0.9856578,0.00007128068,0.00004843017,0.000164573,0.001604674,0.0007941567,0.001644486,0.00005020428,0.002230068,0.00001902253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964511,0.00005689889,0.0009461017,0.00005087568,0.00002345052,0.001074144,0.000227104,0.00001679021,0.001153475],"genre_scores_gemma":[0.9944477,0.00004965696,0.002778791,0.00004908003,0.00001464396,0.001453185,0.0006406693,0.00001401374,0.0005522133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02088383,"threshold_uncertainty_score":0.1104456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857910802180227,"score_gpt":0.3198937000678337,"score_spread":0.2813145920460315,"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."}}