{"id":"W4410324814","doi":"10.3233/shti250240","title":"The Kübler-Ross Five Stages of Grief Model: A Framework for Human-Centered Health Informatics","year":2025,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Context (archaeology); Grief; Health care; Health informatics; Psychology; Informatics; Anger; Computer science; Knowledge management; Psychotherapist; Social psychology; Engineering","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":[0.01495989,0.001109,0.0006643254,0.00408624,0.003116335,0.00639888,0.002757069,0.002215406,0.003641223],"category_scores_gemma":[0.01369616,0.000455728,0.001452472,0.002950651,0.01502186,0.007067482,0.00472075,0.004348429,0.0009079605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01056955,"about_ca_system_score_gemma":0.01676179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080527,"about_ca_topic_score_gemma":0.01600228,"domain_scores_codex":[0.9898995,0.007878534,0.0005018233,0.0004615209,0.0008611963,0.0003974488],"domain_scores_gemma":[0.9899222,0.006729322,0.001138766,0.0004785382,0.001091946,0.0006391804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004158302,0.00005760855,0.002288132,0.0008386329,0.00002439814,0.0003113394,0.03746834,0.002002992,0.0002436736,0.909498,0.003705129,0.04352015],"study_design_scores_gemma":[0.00005028378,0.0001717253,0.003941847,0.00311315,0.00004895566,0.001301813,0.04756575,0.009060132,0.0003864229,0.8394963,0.09473912,0.0001245142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03161542,0.01487241,0.7390029,0.04787881,0.0008667163,0.002599282,0.000725078,0.0005808834,0.1618584],"genre_scores_gemma":[0.5315916,0.01018992,0.4433492,0.003286105,0.000129276,0.00293759,0.0004488361,0.0001233996,0.007944161],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01495989,"threshold_uncertainty_score":0.0791164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09424967262579943,"score_gpt":0.4930723542226352,"score_spread":0.3988226815968358,"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."}}