{"id":"W4312835228","doi":"10.1007/978-3-031-12023-7_14","title":"Genitourinary Interventions","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Genitourinary system; Embolization; Radiology; Percutaneous; Renal artery; Angioplasty; Psychological intervention; Stent; Surgery; General surgery; Urology; Kidney; Internal medicine; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006843939,0.0001317524,0.0002564355,0.0001178581,0.00005152999,0.000005049934,0.00006808434,0.00009401081,0.05640612],"category_scores_gemma":[0.0000106302,0.0001006626,0.0007620432,0.000009742054,0.00003812631,0.00001673998,0.0001784352,0.0003469495,0.0005255062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003992924,"about_ca_system_score_gemma":0.00003191099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005280281,"about_ca_topic_score_gemma":0.000002169696,"domain_scores_codex":[0.999376,0.000006752382,0.0001774202,0.0001823105,0.000172758,0.00008476958],"domain_scores_gemma":[0.9995785,0.00001241539,0.00004866063,0.0002859073,0.00002667124,0.00004785162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000166407,0.0002804305,0.00009527493,0.00154387,0.001481764,0.007575161,0.00008097752,0.000002492916,0.0001826558,0.6737617,0.2484397,0.06638951],"study_design_scores_gemma":[0.0002375518,0.0004605708,0.0002190012,0.0001939553,0.0002760427,0.0008060633,0.00001504295,8.57433e-7,0.00001971021,0.004839873,0.992807,0.0001243722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005597274,0.003112664,0.00007326101,0.000599782,0.0001966572,0.000205009,0.00001548887,0.0001195412,0.9956216],"genre_scores_gemma":[0.0004479685,0.0008373268,0.0004821239,0.0001822512,0.0001839704,0.00001779376,0.0001500226,0.00002900045,0.9976695],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7443672,"threshold_uncertainty_score":0.9444565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09417082356121079,"score_gpt":0.3181580697547559,"score_spread":0.2239872461935451,"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."}}