{"id":"W4303649467","doi":"10.1016/j.jpurol.2022.10.005","title":"Latitudes and attitudes: A multinational study of laparoscopic pyeloplasty in children","year":2022,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; McMaster University","funders":"","keywords":"Medicine; Pyeloplasty; Perioperative; Stent; Surgery; Hydronephrosis; Nephrectomy; General surgery; Open surgery; Catheter; Laparoscopy; Laparoscopic surgery; Urinary system; Internal medicine","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":[0.0006779296,0.000114966,0.0004986639,0.0006724625,0.00010006,0.000001504384,0.0001183041,0.00008095983,0.00008591688],"category_scores_gemma":[0.0002421905,0.0001007364,0.0000528281,0.0003503565,0.0000993913,0.00004972385,0.0001887461,0.0006367529,8.40117e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003277325,"about_ca_system_score_gemma":0.0001775676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001905794,"about_ca_topic_score_gemma":0.00003354078,"domain_scores_codex":[0.9985709,0.0002106062,0.000593421,0.0001674966,0.0002708588,0.0001867171],"domain_scores_gemma":[0.9989394,0.000345711,0.0004593175,0.00009295383,0.0001045753,0.00005805085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007441653,0.002335317,0.9946181,0.000005389128,0.0006485822,0.0001032647,0.0007893064,0.0001137817,0.00002686684,0.00001521357,0.0004953323,0.0001046855],"study_design_scores_gemma":[0.008379495,0.005946908,0.9836413,1.888591e-7,0.0008514781,0.000802252,0.0001587596,0.00001116203,0.000001581056,0.00005914493,0.00008894093,0.00005878763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955487,0.003409768,0.000004942192,0.0005682313,0.0001862088,0.0002317134,0.000005829892,0.00000567286,0.00003892254],"genre_scores_gemma":[0.9985316,0.0006006176,0.0001134888,0.0003428019,0.0003706083,0.00001418261,0.000001914464,0.000007734787,0.00001709513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01097679,"threshold_uncertainty_score":0.4107912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215379596306153,"score_gpt":0.2787185782388739,"score_spread":0.2665647822758123,"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."}}