{"id":"W4388465812","doi":"10.2196/48012","title":"Parents’ Use of Social Media for Health Information Before and After a Consultation With Health Care Professionals: Australian Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; University of Technology Sydney","keywords":"Social media; Health care; Cross-sectional study; Medicine; Health education; Public health; Family medicine; Psychology; Nursing; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001069927,0.00009403149,0.0001824987,0.0001996697,0.001107596,0.0001439107,0.00004673304,0.00009090011,0.000005345741],"category_scores_gemma":[0.001168262,0.00008957003,0.00002287986,0.0006010401,0.0001049619,0.0005142586,0.00002483804,0.0001130985,0.000001100491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133,"about_ca_system_score_gemma":0.0009076758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605302,"about_ca_topic_score_gemma":0.008929823,"domain_scores_codex":[0.9983428,0.0001742115,0.0005076482,0.0001697391,0.0004734877,0.0003320755],"domain_scores_gemma":[0.9977284,0.001072653,0.0005460093,0.00004557769,0.0004525001,0.0001548562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003718934,0.00002931549,0.675698,0.000377864,0.000003478299,5.127934e-8,0.3187607,6.91927e-7,1.411793e-8,0.0001221644,0.0001942316,0.004776266],"study_design_scores_gemma":[0.0004615351,0.0001257757,0.872711,0.00002143118,0.000006377886,9.525318e-8,0.124859,0.000007824085,7.637746e-8,0.0000197548,0.00172091,0.00006621384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994796,0.00004773533,0.000009554596,0.001234426,0.0009603843,0.002694677,0.0002067137,0.00004671677,0.000003729224],"genre_scores_gemma":[0.9971716,0.00003627089,0.000219582,0.00008660399,0.0007166978,0.001394087,0.0003511162,0.00000891987,0.00001505726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.197013,"threshold_uncertainty_score":0.8518842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1123913117554196,"score_gpt":0.4583846990322789,"score_spread":0.3459933872768592,"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."}}