{"id":"W3124895460","doi":"10.1016/j.jpurol.2021.01.009","title":"A guide to evaluating survey research methodology in pediatric urology","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Medicine; Pediatric urology; Health care; Survey research; Survey methodology; Medical education; Urology; Pediatrics; Pathology; Applied psychology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03458441,0.0001608452,0.0008270693,0.002724114,0.00009228939,0.00002881815,0.0005199974,0.0003121472,0.0003063832],"category_scores_gemma":[0.02229005,0.0001856835,0.0001367658,0.002273611,0.00003976584,0.0001155188,0.0003440212,0.001073435,0.0003595076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002063953,"about_ca_system_score_gemma":0.0005821532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00304041,"about_ca_topic_score_gemma":0.003481495,"domain_scores_codex":[0.9931478,0.003131813,0.002137782,0.0005021368,0.0001602995,0.0009201976],"domain_scores_gemma":[0.9941236,0.003845668,0.0007804654,0.0003749685,0.0005969374,0.0002783798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005445108,0.0007061003,0.865365,0.00009902537,0.0002113847,0.001092576,0.001956293,0.00205983,0.00002643262,0.06898263,0.05296708,0.00598909],"study_design_scores_gemma":[0.003110936,0.003091382,0.7797465,0.000001071782,0.0001053223,0.0002981505,0.0001704445,0.0005701967,0.000008965276,0.05092714,0.1615362,0.0004336155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310532,0.01693038,0.01215849,0.03000799,0.002866047,0.0003354998,0.00004300614,0.00001371424,0.006591653],"genre_scores_gemma":[0.9697999,0.006922739,0.01349837,0.005080875,0.003894188,0.00002695473,0.000006742608,0.00004518217,0.0007250307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1085691,"threshold_uncertainty_score":0.9940985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5243842396189516,"score_gpt":0.4999475723345547,"score_spread":0.02443666728439697,"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."}}