{"id":"W4405737913","doi":"10.3390/siuj5060070","title":"Humanitarian Urology in LMIC: Lessons Learned","year":2024,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Global Health and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urology; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006988981,0.0007704649,0.0008152662,0.001250332,0.00249326,0.006048571,0.002130155,0.005111976,0.009090078],"category_scores_gemma":[0.01146839,0.000263402,0.0007984765,0.001490244,0.003340893,0.008783525,0.005274597,0.007563978,0.001319237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00468767,"about_ca_system_score_gemma":0.02130117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109802,"about_ca_topic_score_gemma":0.0353852,"domain_scores_codex":[0.9970745,0.00153991,0.00019882,0.0002173486,0.0004120691,0.000557284],"domain_scores_gemma":[0.9911667,0.004210822,0.0004336208,0.0002397519,0.001526059,0.002423096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008287518,0.0002814281,0.004101481,0.01085091,0.00006922657,0.004751647,0.01787923,0.0007279504,0.000267318,0.0327692,0.3244303,0.6037884],"study_design_scores_gemma":[0.00006375102,0.0002888508,0.009147008,0.03302127,0.00007008012,0.004914381,0.1196174,0.0005121964,0.0004035991,0.04997876,0.7818481,0.0001346323],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007861251,0.3009986,0.001390012,0.6603829,0.01505626,0.0000742904,0.0002260486,0.00009110701,0.0139196],"genre_scores_gemma":[0.1240976,0.7110547,0.007636801,0.1306372,0.01667525,0.0002638564,0.0002959048,0.00007852183,0.009260189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01109802,"threshold_uncertainty_score":0.03696173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179739968826108,"score_gpt":0.4326528690367981,"score_spread":0.3146788721541873,"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."}}