{"id":"W4405673720","doi":"10.1111/medu.15587","title":"Social connections, social capital and social hierarchies in medicine","year":2024,"lang":"en","type":"letter","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Toronto East General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Social capital; Sociology; Social competence; Social connectedness; Social isolation; Social psychology; Public relations; Social science; Social change; Psychology; Political science","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":[0.005329793,0.000464154,0.000705575,0.0005717504,0.00897362,0.004014903,0.001360272,0.04435074,0.006296334],"category_scores_gemma":[0.0155789,0.0004104201,0.0007263931,0.0005418068,0.009200215,0.006974075,0.003081727,0.03324459,0.002294204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006444218,"about_ca_system_score_gemma":0.009272353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03362251,"about_ca_topic_score_gemma":0.07456683,"domain_scores_codex":[0.995972,0.00215454,0.0002231804,0.0002786498,0.0008783291,0.0004933038],"domain_scores_gemma":[0.9886872,0.008010759,0.0005288274,0.0002245836,0.001007341,0.001541376],"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":[0.00004393416,0.00007382243,0.002898223,0.00007499033,0.00001614619,0.00185482,0.002910482,0.0001114114,0.0001680597,0.0442384,0.9228203,0.02478945],"study_design_scores_gemma":[0.0001370268,0.0001056897,0.006390096,0.001124748,0.00002903286,0.002485798,0.008430588,0.0008257735,0.000220625,0.09979207,0.880362,0.00009641536],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006232514,0.001136623,0.0000456308,0.9930139,0.001655357,0.000004235575,0.000009637169,0.000003651827,0.003507605],"genre_scores_gemma":[0.01595914,0.001576742,0.0001822027,0.9633863,0.009289664,0.00003770991,0.000009865025,0.00000776157,0.009550608],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04435074,"threshold_uncertainty_score":0.06685358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04092196530881906,"score_gpt":0.476547092380204,"score_spread":0.435625127071385,"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."}}