{"id":"W2968041696","doi":"10.1016/j.athoracsur.2019.06.062","title":"Social Media Improves Cardiothoracic Surgery Literature Dissemination: Results of a Randomized Trial","year":2019,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University of Manitoba; St. Boniface Hospital; University of British Columbia","funders":"","keywords":"Medicine; Randomized controlled trial; Social media; Bibliometrics; Cardiothoracic surgery; Surgery; Library 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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03066146,0.0002005842,0.001621722,0.0003771474,0.0003126966,0.00006769763,0.0003636261,0.0003284106,0.0000699132],"category_scores_gemma":[0.1025234,0.0001529309,0.001147447,0.001530563,0.0008124773,0.0003551805,0.00004541529,0.000282779,0.0000157232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004455676,"about_ca_system_score_gemma":0.0009921039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006018828,"about_ca_topic_score_gemma":0.00005940273,"domain_scores_codex":[0.9917325,0.004756569,0.001475735,0.0003030296,0.001232252,0.0004998834],"domain_scores_gemma":[0.8660566,0.1308334,0.001562917,0.0004130173,0.001005078,0.0001290024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5630207,0.0002741514,0.0008355519,0.0005965374,0.0002744168,0.000002870057,0.1774009,0.000001021344,0.0001792049,0.001533452,0.03790878,0.2179724],"study_design_scores_gemma":[0.3623938,0.000638507,0.0558663,0.02006276,0.003286335,0.0000204421,0.1694399,0.0001879847,0.0873383,0.08753329,0.205161,0.008071365],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623464,0.003118872,0.000002523529,0.01883228,0.01186048,0.002151376,0.00005511499,0.00005676581,0.001576134],"genre_scores_gemma":[0.9932383,0.002179027,0.00002422896,0.0000877905,0.003822916,0.0003632419,0.00007925271,0.0000248998,0.0001803147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.209901,"threshold_uncertainty_score":0.998138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157135687399434,"score_gpt":0.4674257636776177,"score_spread":0.3102900762781837,"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."}}