{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002694686,0.0008217174,0.0005308666,0.0009706338,0.0009660118,0.001385508,0.0008100832,0.001181997,0.1618159],"category_scores_gemma":[0.0007720944,0.0002574972,0.0005798736,0.0008458066,0.0006595801,0.0009492384,0.001636435,0.002353888,0.04569035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006264703,"about_ca_system_score_gemma":0.00138904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871289,"about_ca_topic_score_gemma":0.006963881,"domain_scores_codex":[0.9998252,0.00003205042,0.000006735435,0.00002667119,0.00007827169,0.0000310857],"domain_scores_gemma":[0.9998325,0.0000702136,0.00001099226,0.0000214207,0.00003075015,0.00003416499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002660206,0.0001036306,0.0002056983,0.0005818032,0.00001079992,0.001012928,0.0002360551,0.0003844959,0.0008130327,0.04133701,0.5273387,0.4279494],"study_design_scores_gemma":[0.00000324082,0.00001831052,0.0002993889,0.0003599203,0.000004399767,0.001369086,0.00005400703,0.00004134655,0.0001244019,0.004334255,0.9933869,0.000004717228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005610274,0.03473385,0.002200046,0.002917728,0.003419199,0.00004354573,0.0001770508,0.0001585187,0.9557891],"genre_scores_gemma":[0.003713911,0.03093983,0.002062934,0.004067096,0.001637596,0.00004831839,0.0002095415,0.0001117736,0.9572091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1618159,"threshold_uncertainty_score":0.5413281,"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."}}