{"id":"W2806938371","doi":"10.1002/tre.635","title":"Radiology and follow‐up of urologic surgery","year":2018,"lang":"en","type":"article","venue":"Trends in Urology & Men s Health","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Medical physics; Radiology; General surgery","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":[0.001300777,0.0001441689,0.001316272,0.0004279848,0.00004404217,0.000001554854,0.00005425399,0.0002149123,0.0002484352],"category_scores_gemma":[0.0001590597,0.0001126206,0.0001717282,0.0003007615,0.000511539,0.00002057657,0.00002903443,0.0002051034,0.00001195414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003400035,"about_ca_system_score_gemma":0.0001370987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001963532,"about_ca_topic_score_gemma":0.00008502168,"domain_scores_codex":[0.9981666,0.0004560658,0.0004968248,0.0003132279,0.0001103964,0.0004568582],"domain_scores_gemma":[0.9983655,0.001026041,0.0001348512,0.0002653736,0.00003082876,0.0001774455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001780307,0.00009504295,0.9389049,0.00004248186,0.00007504648,0.0001489221,0.0006575843,4.410808e-7,0.00004365666,0.0025299,0.005041501,0.05068023],"study_design_scores_gemma":[0.001895398,0.001709149,0.9167144,0.000007033122,0.00004612584,0.0007711443,0.00003987956,0.00003611443,0.00001824388,0.0001368254,0.07853796,0.00008771853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598473,0.002443666,0.00001058831,0.01983861,0.0003132281,0.0001147859,0.000003276796,0.00003886086,0.01738971],"genre_scores_gemma":[0.991781,0.0005897642,0.0001434161,0.006021705,0.000149537,0.000009730496,0.00001931822,0.00001242632,0.00127313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07349645,"threshold_uncertainty_score":0.4592535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03856382183091673,"score_gpt":0.3357307629124593,"score_spread":0.2971669410815426,"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."}}