{"id":"W3027249215","doi":"10.1007/s00268-020-05553-8","title":"Identifying New Frontiers for Social Media Engagement in Global Surgery: An Observational Study","year":2020,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Abdominal surgery; Cardiothoracic surgery; Vascular surgery; Cardiac surgery; Medicine; Social media; General surgery; Surgery; Political science; Internal medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003956768,0.0002830828,0.0006201143,0.001726469,0.001522664,0.002033174,0.0007963273,0.001177219,0.003418582],"category_scores_gemma":[0.0146781,0.0005471272,0.0007425157,0.002256159,0.00126984,0.003089555,0.002697964,0.001840683,0.0009894195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080339,"about_ca_system_score_gemma":0.002189386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006387782,"about_ca_topic_score_gemma":0.01045309,"domain_scores_codex":[0.9965832,0.001306196,0.0004862229,0.0004675584,0.0005575536,0.0005992994],"domain_scores_gemma":[0.9872044,0.003671489,0.006363636,0.0005425675,0.0008762312,0.001341517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001958431,0.0004446717,0.987832,0.0002118974,0.00004327279,0.0001826367,0.006452731,0.00002230277,0.0001234673,0.0001442359,0.0008319354,0.003515],"study_design_scores_gemma":[0.00003535779,0.000705199,0.9627932,0.0002407487,0.00005747252,0.0005830477,0.0322292,0.0002520235,0.00008890981,0.0001853886,0.002790325,0.000039235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971004,0.0004031109,0.000215813,0.0002804214,0.00001381401,0.0002133646,0.0007402559,0.000004993414,0.001027794],"genre_scores_gemma":[0.9975345,0.0004183886,0.0003474337,0.0002340804,0.00003520278,0.0004120093,0.0006717544,0.000008552832,0.0003380755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006387782,"threshold_uncertainty_score":0.02092564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6673793355520187,"score_gpt":0.4806877490390643,"score_spread":0.1866915865129544,"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."}}