{"id":"W2927158194","doi":"10.1089/end.2018.0840","title":"Contemporary National Assessment of Robot-Assisted Surgery Rates and Total Hospital Charges for Major Surgical Uro-Oncological Procedures in the United States","year":2019,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; General surgery; Surgery; Surgical procedures","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009634748,0.0001454692,0.0006936308,0.0002871113,0.00002679033,0.00001241157,0.00008348266,0.0001215638,0.00009273483],"category_scores_gemma":[0.0004806404,0.00008349057,0.0001925177,0.0002259198,0.0001287585,0.0000798436,0.00003144007,0.0002822871,6.51718e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008507248,"about_ca_system_score_gemma":0.0005283649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000176247,"about_ca_topic_score_gemma":0.000005058228,"domain_scores_codex":[0.9984269,0.0002401233,0.0006374481,0.0001625398,0.0003294272,0.0002035623],"domain_scores_gemma":[0.995463,0.003553069,0.0004588512,0.00006913926,0.0003716985,0.00008420363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00516367,0.001416085,0.9886653,0.0001289651,0.0003432682,0.000530037,0.0001683998,0.0001057042,0.0007073629,0.0003642577,0.002107537,0.0002993922],"study_design_scores_gemma":[0.006982051,0.006079912,0.9819726,0.0000642005,0.00006736774,0.001888101,0.0002345011,0.0004072654,0.0001953978,0.0002854332,0.001733281,0.00008985616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992537,0.0007052451,0.000008687037,0.00552497,0.0002204495,0.0005965799,0.00002434599,0.000005716543,0.0003769709],"genre_scores_gemma":[0.9989962,0.0001127219,0.0002625838,0.0003687164,0.0001243558,0.00004038366,0.0000513269,0.00001038106,0.00003332883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006692689,"threshold_uncertainty_score":0.3404647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04256575753398885,"score_gpt":0.3565142777425732,"score_spread":0.3139485202085843,"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."}}