{"id":"W4409080195","doi":"10.2196/59481","title":"Research Dissemination Strategies in Pediatric Emergency Care Using a Professional Twitter (X) Account: A Mixed Methods Developmental Study of a Logic Model Framework","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Psychology; Medicine; Medical education; Computer science; World Wide Web","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1705246,0.0007670347,0.0005907997,0.004137175,0.008957334,0.0111356,0.003575469,0.001811506,0.004451472],"category_scores_gemma":[0.129247,0.000973292,0.0009423996,0.003171098,0.01103831,0.01073199,0.01165027,0.002649544,0.0003867633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02051158,"about_ca_system_score_gemma":0.02802965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00479465,"about_ca_topic_score_gemma":0.007381926,"domain_scores_codex":[0.827722,0.1583202,0.003020737,0.003627587,0.004576787,0.002732621],"domain_scores_gemma":[0.7443348,0.2217005,0.01048873,0.007712101,0.01242654,0.003337328],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002149588,0.0007380001,0.01773464,0.00157242,0.00005378318,0.0007536105,0.8066978,0.0008218286,0.001198061,0.06798714,0.001473982,0.1007538],"study_design_scores_gemma":[0.0001361011,0.000728695,0.005464464,0.001554679,0.0000698788,0.0003440844,0.9348625,0.005370178,0.00198011,0.02522901,0.02419203,0.00006832537],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.766146,0.001010092,0.1758866,0.01271163,0.0001572668,0.01496803,0.0003614659,0.0001586896,0.0286002],"genre_scores_gemma":[0.8252344,0.0005063384,0.1601508,0.001086719,0.00002263549,0.01102713,0.0001299067,0.00006890948,0.001773268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9888644,"threshold_uncertainty_score":0.901831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3508490754404714,"score_gpt":0.6631646121419408,"score_spread":0.3123155367014693,"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."}}