{"id":"W4401709874","doi":"10.1007/s00383-024-05816-8","title":"Expert classification of hypospadias: an external validation and evaluation of agreement for Glans–Urethral Meatus–Shaft (GMS) and Hypospadias Objective Penile Evaluation (HOPE) scores","year":2024,"lang":"en","type":"article","venue":"Pediatric Surgery International","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Hypospadias; Glans; Medicine; Meatus; Penis; Glans penis; Urology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03942005,0.0008136732,0.001251422,0.003106218,0.001568912,0.001416923,0.001716442,0.001629895,0.00399801],"category_scores_gemma":[0.0508835,0.0005804615,0.002323764,0.001098123,0.002163084,0.001617512,0.003289626,0.0009799107,0.001546351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154983,"about_ca_system_score_gemma":0.001390177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003646087,"about_ca_topic_score_gemma":0.006746025,"domain_scores_codex":[0.9748045,0.01006417,0.003046935,0.005313361,0.00564272,0.001128289],"domain_scores_gemma":[0.9323801,0.02760006,0.005618605,0.007867526,0.02476087,0.001772881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003235408,0.0009471293,0.9284601,0.0005130145,0.001787848,0.000345956,0.006940513,0.002536261,0.007083764,0.0013907,0.004911429,0.0418478],"study_design_scores_gemma":[0.0006423496,0.001309024,0.9457037,0.0004571883,0.000994458,0.001300193,0.003743347,0.02599514,0.007358393,0.001595548,0.01068848,0.000212311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688119,0.0008352926,0.01624273,0.0001770521,0.000303897,0.001525843,0.001467395,0.0001829031,0.01045297],"genre_scores_gemma":[0.9812398,0.0001944853,0.01322623,0.0001675385,0.0000674784,0.001035515,0.001819595,0.0001251012,0.002124185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03942005,"threshold_uncertainty_score":0.2084756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09879782597068,"score_gpt":0.3769752824618872,"score_spread":0.2781774564912072,"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."}}