{"id":"W3162807616","doi":"10.5489/cuaj.7143","title":"Single-institution retrospective review of elective and emergency embolization of renal angiomyolipoma","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Embolization; Radiology; Angiomyolipoma; Magnetic resonance imaging; Surgery; Single Center; Nephrectomy; Arterial Embolization; Kidney; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.000608561,0.00008215097,0.0003494172,0.0001569728,0.0001079818,0.00001020649,0.00005151972,0.0001245051,0.0007963944],"category_scores_gemma":[0.003574111,0.00007397456,0.0001113635,0.0006077209,0.00004918945,0.00008134929,0.00001713905,0.0003106085,0.000002817927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009419263,"about_ca_system_score_gemma":0.0006874684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002667522,"about_ca_topic_score_gemma":0.0005461667,"domain_scores_codex":[0.9984578,0.0002406778,0.0004444445,0.0001561521,0.0004487277,0.000252202],"domain_scores_gemma":[0.9973773,0.00005012243,0.0003488439,0.0000901371,0.001824506,0.0003090485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004382842,0.0001360414,0.9604388,0.0002678907,0.0002149967,0.00005201424,0.0001143569,0.000006561399,0.02614702,0.002884259,0.006391387,0.003302845],"study_design_scores_gemma":[0.000455452,0.0004115051,0.9935532,0.000507172,0.00009954192,0.0002563692,0.00002325001,0.00006707352,0.001912407,0.0008601269,0.001785571,0.00006833558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962212,0.01534492,0.0008262257,0.01515742,0.0002183722,0.0003556389,0.000063487,0.00001453058,0.005807471],"genre_scores_gemma":[0.9935249,0.005396642,0.0002552643,0.0004932542,0.0001394543,0.000002961594,0.00002433819,0.00000634361,0.0001568128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0331144,"threshold_uncertainty_score":0.871996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676142626350386,"score_gpt":0.2749488350326224,"score_spread":0.2481874087691185,"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."}}