{"id":"W4404554139","doi":"10.2196/66121","title":"The Use of Social Media on Enhancing Dental Care and Practice Among Dental Professionals: Cross-Sectional Survey Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Chulalongkorn University","keywords":"Preprint; Cross-sectional study; Social media; Promotion (chess); Health care; Dental practice; Nursing; Medicine; Dentistry; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001359765,0.0001629936,0.000228849,0.001107231,0.0004430193,0.0006329993,0.0002193366,0.0004276944,0.001400672],"category_scores_gemma":[0.002726428,0.0003335611,0.0003113303,0.001219311,0.0002646773,0.0005797048,0.0006098796,0.0004219444,0.0002452726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301097,"about_ca_system_score_gemma":0.0006203478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005401984,"about_ca_topic_score_gemma":0.01109825,"domain_scores_codex":[0.9991701,0.0002764343,0.0001206492,0.00008181409,0.0002183514,0.0001326991],"domain_scores_gemma":[0.997328,0.0007114986,0.00104359,0.00006229736,0.0004440219,0.00041053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001464429,0.0001388872,0.9959417,0.00005628862,0.00002154692,0.00005333001,0.001728277,0.000008735883,0.0001381294,0.00000672257,0.00007479823,0.001816904],"study_design_scores_gemma":[0.000003010387,0.0002273272,0.994005,0.00003055676,0.00001651203,0.000156546,0.005136543,0.00007167015,0.00004037498,0.000004557972,0.0003041629,0.000003801651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993985,0.0001022094,0.00002512562,0.00003672263,0.000001555757,0.00002405781,0.0001242812,0.000001026189,0.0002865653],"genre_scores_gemma":[0.9991902,0.0002940392,0.0001439325,0.00006693794,0.00000722384,0.00004101547,0.0001124127,7.147804e-7,0.0001435832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005401984,"threshold_uncertainty_score":0.01074106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3943719180781615,"score_gpt":0.6106983603119339,"score_spread":0.2163264422337724,"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."}}