{"id":"W2912309117","doi":"10.1093/icvts/ivy358","title":"Social media as a tool to rewrite the narrative for women in cardiothoracic surgery","year":2018,"lang":"en","type":"review","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University of British Columbia","funders":"","keywords":"Medicine; Cardiothoracic surgery; Narrative; Workforce; Cardiac surgery; Social media; General surgery; Narrative review; Surgery; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001907635,0.0008506601,0.0007619166,0.003235422,0.001085621,0.003361506,0.0008697365,0.002182545,0.005503994],"category_scores_gemma":[0.007784016,0.000192019,0.0007704176,0.002089052,0.00167468,0.004302402,0.00238562,0.002490899,0.001287733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064992,"about_ca_system_score_gemma":0.002552315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565081,"about_ca_topic_score_gemma":0.004699032,"domain_scores_codex":[0.9986663,0.0007134501,0.0001474693,0.00007665506,0.0003157277,0.0000804334],"domain_scores_gemma":[0.9950021,0.003937469,0.0004019414,0.00009427409,0.0003737214,0.000190436],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003976228,0.00006180896,0.0005719473,0.03960527,0.0001691946,0.0003782768,0.003431836,0.0001042566,0.0003341778,0.01329704,0.04872155,0.8932848],"study_design_scores_gemma":[0.00001141033,0.00003500383,0.001024214,0.03694026,0.0001429269,0.001331037,0.002383669,0.00003675279,0.0001776953,0.003302681,0.9545868,0.00002758891],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005492931,0.9884276,0.0002273059,0.00409248,0.001033533,0.00002789434,0.00004076124,0.00001365449,0.005587412],"genre_scores_gemma":[0.00645511,0.9886078,0.0005203804,0.001945557,0.0007795094,0.00003991719,0.00004427487,0.000009071379,0.001598252],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9980924,"threshold_uncertainty_score":0.01841265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09438711721521685,"score_gpt":0.3931923638986027,"score_spread":0.2988052466833859,"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."}}