{"id":"W4415623596","doi":"10.1007/s00246-025-04060-8","title":"Customized Education Sheets Generated by ChatGPT Improve Parental Visit Satisfaction and Procedural Knowledge Prior to Pediatric Cardiac Catheterization","year":2025,"lang":"en","type":"article","venue":"Pediatric Cardiology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Likert scale; Patient satisfaction; Cardiac catheterization; Reading (process); Patient education; Cardiac surgery; Scale (ratio); Quality management","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":[0.0009710274,0.0004409748,0.0004320193,0.0005760893,0.0002149832,0.0005613755,0.0004287427,0.0004926252,0.01832245],"category_scores_gemma":[0.009997157,0.000166769,0.0004252312,0.0003121167,0.0001015431,0.000445916,0.0005726464,0.0007642811,0.002791073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001969965,"about_ca_system_score_gemma":0.0005811506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008899872,"about_ca_topic_score_gemma":0.001904228,"domain_scores_codex":[0.9993999,0.0002807972,0.00006241916,0.00007020692,0.0001218172,0.0000648647],"domain_scores_gemma":[0.9937379,0.004119924,0.000570793,0.0002867053,0.0003880006,0.000896669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004421731,0.02044054,0.04735559,0.00090676,0.0001409418,0.000604048,0.001279694,0.001646538,0.004109267,0.0002210114,0.03544037,0.8834335],"study_design_scores_gemma":[0.007764037,0.0305485,0.8128321,0.00254296,0.001791707,0.003048226,0.005589934,0.04545956,0.01898549,0.00404468,0.06681668,0.0005761981],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703251,0.0005884182,0.01186131,0.001113102,0.0004653635,0.0009564633,0.002121187,0.003659379,0.008909626],"genre_scores_gemma":[0.9281775,0.0008646668,0.0544778,0.001144992,0.0003225449,0.001615229,0.002318331,0.000265299,0.0108137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01832245,"threshold_uncertainty_score":0.06129467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193575298434675,"score_gpt":0.3509713894163806,"score_spread":0.3316138595729131,"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."}}