{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001319566,0.0002274498,0.0002933183,0.000653881,0.002031943,0.002283065,0.0002682485,0.0003944899,0.0038132],"category_scores_gemma":[0.005288009,0.000182452,0.0002468233,0.0006262261,0.001076205,0.001284587,0.00261311,0.0005610157,0.0003459177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054475,"about_ca_system_score_gemma":0.001932487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006062654,"about_ca_topic_score_gemma":0.007644441,"domain_scores_codex":[0.997665,0.001219963,0.0002668573,0.0001379964,0.0003929899,0.0003171694],"domain_scores_gemma":[0.9953709,0.001180216,0.002003411,0.0001832919,0.0004913879,0.0007708229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000159595,0.00009473817,0.8294746,0.0003514831,0.000122042,0.004490081,0.1264869,0.000136815,0.001821222,0.0009000293,0.002547361,0.03341506],"study_design_scores_gemma":[0.000007337753,0.0003154162,0.7805611,0.0002299006,0.00003945977,0.004447388,0.2032415,0.0002475629,0.0004010215,0.0006952942,0.009757139,0.00005675508],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952598,0.0004382627,0.000128313,0.0008882182,0.00002409362,0.000008958054,0.00007301501,0.000004948735,0.0031743],"genre_scores_gemma":[0.9992399,0.0002481345,0.00007600727,0.0001535673,0.00001126359,0.000007485291,0.00003094098,0.000002098674,0.0002305022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006062654,"threshold_uncertainty_score":0.01275647,"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."}}