{"id":"W4233505152","doi":"10.21203/rs.2.21790/v1","title":"Management of complex renal cysts in Canada: Results of a survey study","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre; Juravinski Hospital; Ottawa Hospital","funders":"","keywords":"Survey research; Political science; Sociology; Socioeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008279565,0.0003872588,0.0004458608,0.001605223,0.001985623,0.00130514,0.0009047148,0.0006088362,0.002123083],"category_scores_gemma":[0.003866143,0.0004177251,0.0004820215,0.008115952,0.0008797752,0.0005477844,0.0009245516,0.0005923081,0.0002624642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02544884,"about_ca_system_score_gemma":0.05289198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.991393,"about_ca_topic_score_gemma":0.9944027,"domain_scores_codex":[0.998449,0.0001759137,0.000137174,0.0001217143,0.0005881055,0.0005281264],"domain_scores_gemma":[0.9959156,0.0002909929,0.0007547134,0.0000625703,0.002186239,0.0007898685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006846275,0.0001165889,0.9922485,0.00007621266,0.00003045927,0.0001319499,0.001230929,0.00008445697,0.00009641481,0.00006847378,0.0009155062,0.004932147],"study_design_scores_gemma":[0.00001300308,0.00004931472,0.9946603,0.00003866484,0.00002221638,0.00008190978,0.004098136,0.0001096476,0.0000341341,0.00001466497,0.0008676328,0.0000103785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901518,0.0008124885,0.0001124544,0.0005973839,0.000009051336,0.0001662244,0.004929452,0.000008917196,0.00321218],"genre_scores_gemma":[0.9952157,0.001412565,0.0002464881,0.0003038006,0.000007201084,0.00004859289,0.001683615,0.000007026038,0.001074976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02544884,"threshold_uncertainty_score":0.1846452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2722355729587174,"score_gpt":0.4194093849015286,"score_spread":0.1471738119428112,"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."}}