{"id":"W3114220560","doi":"10.1016/j.jpurol.2020.12.023","title":"Surveying unmet pediatric urological needs in low- and middle-income countries","year":2020,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Global Health and Surgery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Pediatric urology; Pediatric surgery; Pediatric Surgeon; Family medicine; General surgery; 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":[0.001398419,0.0001733079,0.0007190424,0.0006245186,0.00004709676,0.00001317828,0.000117701,0.0002741907,0.00008145347],"category_scores_gemma":[0.001506375,0.0001374766,0.0001151584,0.000917578,0.000062568,0.0001039679,0.00006284099,0.0008018637,0.00002364663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000428367,"about_ca_system_score_gemma":0.0004257818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001217355,"about_ca_topic_score_gemma":0.000002775116,"domain_scores_codex":[0.9977018,0.0002652484,0.0009746348,0.0001807052,0.000335672,0.0005419099],"domain_scores_gemma":[0.99783,0.0008101801,0.0004262675,0.00009219438,0.0001778247,0.0006634914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001351707,0.00008752532,0.9960132,0.0002883864,0.00002125916,0.001157328,0.0001930317,0.00001840739,0.000002086205,0.00006441835,0.0007415494,0.00006108787],"study_design_scores_gemma":[0.003395856,0.002346917,0.9905041,0.000006547213,0.0003498948,0.001014613,0.00006404364,0.0001722531,0.000001517877,0.0001335545,0.001863556,0.0001471505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765847,0.01152027,0.00007456695,0.01104004,0.000508133,0.0001235901,0.000006266247,0.00001697478,0.0001254068],"genre_scores_gemma":[0.9827297,0.007066015,0.0001578677,0.007107855,0.002914271,0.000001431348,0.000001757229,0.00001337692,0.000007743769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006144928,"threshold_uncertainty_score":0.5606132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727758724759227,"score_gpt":0.2750702315885388,"score_spread":0.2477926443409465,"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."}}