{"id":"W4238811071","doi":"10.2196/preprints.15121","title":"Considerations for Health Researchers Using Social Media for Knowledge Translation: Multiple Case Study (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Children's Hospital Research Institute of Manitoba; University of Manitoba; Izaak Walton Killam Health Centre; Dalhousie University; Mount Royal University; University of Calgary; Cochrane; University of Alberta","funders":"","keywords":"Social media; Knowledge translation; Preprint; Set (abstract data type); Best practice; Public relations; Computer science; Knowledge management; Psychology; Data science; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1351679,0.001043161,0.001140478,0.002693863,0.02045642,0.01353674,0.005409949,0.009084187,0.008919874],"category_scores_gemma":[0.1239993,0.001306493,0.001845707,0.003966974,0.008877004,0.01714031,0.01356782,0.005534745,0.002075229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01387899,"about_ca_system_score_gemma":0.02116289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006148628,"about_ca_topic_score_gemma":0.01932094,"domain_scores_codex":[0.8188593,0.1623178,0.004978843,0.002197518,0.006973687,0.004672906],"domain_scores_gemma":[0.8501362,0.1149693,0.008391947,0.006240833,0.01231378,0.007947874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002644502,0.002698829,0.01255032,0.002906125,0.00009122208,0.01714393,0.8255846,0.0004821124,0.001166925,0.02350762,0.02699626,0.08660763],"study_design_scores_gemma":[0.0001371187,0.0006029248,0.002357845,0.003243678,0.00007464676,0.004285614,0.8944304,0.0009248431,0.001272859,0.009329105,0.08321242,0.0001285241],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.603854,0.008482238,0.06443098,0.240941,0.003013207,0.02368784,0.0005788357,0.000570718,0.05444126],"genre_scores_gemma":[0.7790502,0.005572401,0.1387016,0.02422083,0.0007059902,0.03724978,0.0002634508,0.0002139171,0.01402177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1351679,"threshold_uncertainty_score":0.7148449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7925221496094227,"score_gpt":0.595453463422332,"score_spread":0.1970686861870907,"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."}}