{"id":"W4401978840","doi":"10.1503/cjs.008724","title":"Social media in surgery: the good, the bad, and the ugly.","year":2024,"lang":"en","type":"editorial","venue":"PubMed","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Social media; Surgery; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.01396082,0.004836107,0.006755914,0.008552054,0.0044493,0.01270475,0.007083156,0.0249566,0.02004922],"category_scores_gemma":[0.03934665,0.001711779,0.003910375,0.004156863,0.003180016,0.008440916,0.002504784,0.02093538,0.01323749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004905545,"about_ca_system_score_gemma":0.007630556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005261204,"about_ca_topic_score_gemma":0.012761,"domain_scores_codex":[0.9912741,0.002334615,0.001441685,0.0006562779,0.003868484,0.0004249172],"domain_scores_gemma":[0.9504755,0.02793315,0.002107408,0.0008473159,0.01400654,0.004630206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003368014,0.000008413957,0.00001190999,0.0007894826,0.00003555534,0.00004929624,0.00001601244,0.000009217205,0.00002102931,0.0002653808,0.9937406,0.005019375],"study_design_scores_gemma":[0.0001435942,0.00007050644,0.0003144713,0.004634768,0.0002872546,0.0002537734,0.0001427499,0.0001681379,0.000106928,0.001936264,0.9919013,0.00004021767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002032727,0.02350692,0.0000762097,0.02971014,0.9454145,0.00002584991,0.00009711682,0.0000556265,0.001093287],"genre_scores_gemma":[0.0003052238,0.02210027,0.00009349165,0.01971353,0.9521932,0.00003669967,0.00006095325,0.00002861059,0.005467862],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0249566,"threshold_uncertainty_score":0.07383275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07592774703642222,"score_gpt":0.349817113897955,"score_spread":0.2738893668615328,"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."}}