{"id":"W4206035896","doi":"10.1177/20101058211068601","title":"Communication Vulnerability within Singapore’s Healthcare Environment","year":2021,"lang":"en","type":"article","venue":"Proceedings of Singapore Healthcare","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Vulnerability (computing); Perception; Quarter (Canadian coin); Health communication; Patient satisfaction; Nursing; Family medicine; Medical emergency; Psychology; Communication","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001814233,0.0004590919,0.0008990192,0.0002116241,0.001689144,0.00002890558,0.0004923653,0.0006873888,0.0002346914],"category_scores_gemma":[0.003582491,0.0004676722,0.000213549,0.000671831,0.0003960237,0.0003813787,0.0004934379,0.002294232,0.00007443829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009038442,"about_ca_system_score_gemma":0.001025311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293933,"about_ca_topic_score_gemma":0.0003488357,"domain_scores_codex":[0.994727,0.0004526511,0.002068031,0.0008953583,0.0008879103,0.0009690492],"domain_scores_gemma":[0.988412,0.001056913,0.001473323,0.0007155315,0.007832183,0.0005100276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005384848,0.0005758643,0.7450917,0.01399601,0.0001389911,0.00002986446,0.06405097,0.00001892523,0.008467611,0.1224092,0.03803826,0.006644073],"study_design_scores_gemma":[0.006660416,0.002908407,0.1561193,0.03168597,0.0003660781,0.0002140837,0.5592076,0.0005170019,0.0447131,0.07086415,0.1231041,0.003639829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518285,0.005724867,0.00002770909,0.02877884,0.002042501,0.001720602,0.0002767983,0.0002965025,0.009303697],"genre_scores_gemma":[0.9846701,0.0006999489,0.004647096,0.00838802,0.0002574947,0.000207717,0.0003685534,0.00009041149,0.0006706507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5889724,"threshold_uncertainty_score":0.9997775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105735270195023,"score_gpt":0.3837510735069301,"score_spread":0.2780158033119071,"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."}}