{"id":"W4415218605","doi":"10.2196/75310","title":"Impact of Digitalization on Pediatric Practice and Childhood Health Care in Spain: Nationwide Survey Study","year":2025,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Survey research; Health literacy; Digital health; MEDLINE; Literacy; Survey data collection","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":[0.001585905,0.0001412236,0.0003235848,0.001467268,0.0002307862,0.0008636474,0.0004456619,0.0004333189,0.0016321],"category_scores_gemma":[0.004258443,0.0002107522,0.0003372689,0.002450341,0.0003093737,0.0005986933,0.000911016,0.0004737269,0.0001695257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384077,"about_ca_system_score_gemma":0.00118707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02422597,"about_ca_topic_score_gemma":0.02493782,"domain_scores_codex":[0.9985999,0.000379452,0.0002235585,0.0002180036,0.0003409485,0.0002380529],"domain_scores_gemma":[0.994171,0.001270461,0.003138879,0.0002455294,0.0005471802,0.0006269341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001369123,0.00003651116,0.9966784,0.00003753635,0.00001260599,0.00005884755,0.0004409704,0.00002356443,0.00002840971,0.000020112,0.0001887417,0.002460765],"study_design_scores_gemma":[0.00000200511,0.0000257048,0.9981712,0.00002730844,0.000004830051,0.00009733316,0.00124333,0.00004400112,0.00001402391,0.000006298866,0.0003621772,0.000001718772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972309,0.0005527813,0.00005758724,0.0001440217,0.000004849186,0.00002058789,0.001006506,0.000004802986,0.0009779057],"genre_scores_gemma":[0.9981561,0.0007227688,0.0001368078,0.00008221412,0.000008688208,0.0000266569,0.0007011915,0.000002666235,0.0001627743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02422597,"threshold_uncertainty_score":0.04816985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586999858579622,"score_gpt":0.3995318660949418,"score_spread":0.3736618675091456,"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."}}