{"id":"W4405167058","doi":"10.2196/64561","title":"Preoperative Anxiety Management Practices in Pediatric Anesthesia: Comparative Analysis of an Online Survey Presented to Experts and Social Media Users","year":2024,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Anxiety; Social media; Psychology; Social anxiety; Medicine; Computer science; World Wide Web; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002832803,0.0002182098,0.000504485,0.001957461,0.0003197903,0.0008540464,0.0003827027,0.0007723841,0.001306417],"category_scores_gemma":[0.01084307,0.0002449728,0.0006092434,0.001666941,0.0004099895,0.001125197,0.00122076,0.0004983401,0.0003064093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005946397,"about_ca_system_score_gemma":0.0004440939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002170407,"about_ca_topic_score_gemma":0.002198688,"domain_scores_codex":[0.9973132,0.001085852,0.0004321352,0.0002745331,0.0005119605,0.0003823292],"domain_scores_gemma":[0.99108,0.003187713,0.003680788,0.0002286794,0.001012027,0.0008108008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001524255,0.0001530002,0.986262,0.000157363,0.00006498774,0.0001442194,0.007303341,0.0000360767,0.0002357019,0.00002483692,0.0002243154,0.005241808],"study_design_scores_gemma":[0.000006169289,0.0002214778,0.9883184,0.00003430442,0.00001608745,0.0001553839,0.01073152,0.0001388826,0.00005369966,0.000008774751,0.0003074663,0.000007656073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993225,0.00007186682,0.00004529494,0.00004230404,0.000003558709,0.00003420225,0.000214842,0.000002146122,0.0002631152],"genre_scores_gemma":[0.9991153,0.0001809688,0.0001264303,0.00005634749,0.00001075324,0.00008628045,0.0003082964,0.00000239635,0.0001132401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002832803,"threshold_uncertainty_score":0.01498145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09197209516636279,"score_gpt":0.3857409540635158,"score_spread":0.293768858897153,"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."}}