{"id":"W3110613041","doi":"10.1093/cvr/cvaa333","title":"Cardiovascular Research and social media: connecting with researchers, advancing science","year":2020,"lang":"en","type":"article","venue":"Cardiovascular Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Dalhousie University","funders":"","keywords":"Social media; Medicine; Sociology; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.08349396,0.0002141293,0.000710466,0.0008316031,0.009601406,0.0007327205,0.001341964,0.0002878401,0.00005937111],"category_scores_gemma":[0.07118517,0.0002149629,0.0003536769,0.008365755,0.008757132,0.0008178015,0.0007195285,0.002682846,0.0001018884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001557575,"about_ca_system_score_gemma":0.005201218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006689919,"about_ca_topic_score_gemma":0.0006830505,"domain_scores_codex":[0.9770826,0.006017241,0.0003518936,0.001442835,0.01212272,0.002982675],"domain_scores_gemma":[0.9843577,0.007979543,0.00004924425,0.0008447733,0.005237449,0.00153133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002696135,0.0001177023,0.00498555,0.0007187336,0.001290845,0.0003243467,0.5785499,0.0001066055,0.000608191,0.02074017,0.001617098,0.3906712],"study_design_scores_gemma":[0.001339212,0.0003218485,0.005196929,0.0001428025,0.00008961877,0.00001588831,0.3253885,0.00007803618,0.0007879881,0.001395045,0.6647097,0.0005343761],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176983,0.03089068,0.0004731787,0.02807308,0.001283391,0.005654108,0.00001018504,0.0003577166,0.0155593],"genre_scores_gemma":[0.9914286,0.001770882,0.001014112,0.00005876515,0.004942729,0.0006868575,0.000005858952,0.0000770286,0.00001521182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6630926,"threshold_uncertainty_score":0.9999246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4793744810093829,"score_gpt":0.499439238291025,"score_spread":0.02006475728164214,"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."}}