{"id":"W2905556852","doi":"10.1136/bmjopen-2018-022931","title":"Comprehensive scoping review of health research using social media data","year":2018,"lang":"en","type":"article","venue":"BMJ Open","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"Engineering and Physical Sciences Research Council; Economic and Social Research Council; Medical Research Council; University of Edinburgh; Research Councils UK","keywords":"Social media; Popularity; Medicine; Health informatics; Data science; Knowledge translation; Scopus; Scope (computer science); Public health; Public relations; MEDLINE; Knowledge management; Computer science; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1006603,0.003060652,0.009196592,0.07719334,0.004386366,0.009879319,0.005038491,0.00703705,0.008487261],"category_scores_gemma":[0.2621816,0.00254347,0.008137881,0.05672291,0.004315104,0.01032763,0.0100367,0.003511657,0.002052314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01294772,"about_ca_system_score_gemma":0.08031991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007880695,"about_ca_topic_score_gemma":0.01783864,"domain_scores_codex":[0.8745511,0.05005023,0.05204902,0.004488774,0.01728652,0.001574289],"domain_scores_gemma":[0.7042598,0.2195075,0.03028736,0.007293834,0.03657411,0.002077404],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009668228,0.00003149822,0.0004361793,0.8700888,0.001471427,0.0002822978,0.002350576,0.0002484855,0.0004038368,0.002856024,0.008423748,0.1133104],"study_design_scores_gemma":[0.00002482892,0.00004468996,0.0004495801,0.9592521,0.002162274,0.00009693632,0.000680335,0.00007065947,0.0001353702,0.0009869911,0.03607311,0.00002309712],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001350516,0.9651062,0.005672459,0.005098409,0.001804219,0.01435663,0.002532932,0.00009456525,0.003984075],"genre_scores_gemma":[0.01194985,0.9352884,0.01485824,0.002229808,0.000595156,0.03168695,0.00238597,0.00005614788,0.0009494684],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8993397,"threshold_uncertainty_score":0.5323488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9508005854109565,"score_gpt":0.7530282561900653,"score_spread":0.1977723292208912,"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."}}