{"id":"W4381943648","doi":"10.21037/apm-23-24","title":"Bereavement care reimagined","year":2023,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Grief, Bereavement, and Mental Health","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grief; Medicine; Nursing; Context (archaeology); Social support; Population; Psychotherapist; Psychology; Psychiatry","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":[0.002387908,0.0003968326,0.0005168951,0.0006146544,0.003963204,0.003785152,0.001391205,0.002197931,0.03464216],"category_scores_gemma":[0.01122332,0.0002013538,0.000706621,0.0006476223,0.002587875,0.002458052,0.007949602,0.005945941,0.005832596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00341426,"about_ca_system_score_gemma":0.01007639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007521665,"about_ca_topic_score_gemma":0.01353794,"domain_scores_codex":[0.9974832,0.001104843,0.0001642661,0.000189416,0.000478174,0.0005802532],"domain_scores_gemma":[0.9952145,0.0006047337,0.0003124053,0.0005959595,0.001228168,0.002044266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001134514,0.0003037408,0.005917113,0.0007646149,0.00005425599,0.006583313,0.01725777,0.0002101006,0.0005680997,0.04600637,0.3973156,0.5249056],"study_design_scores_gemma":[0.0000261893,0.0001558828,0.007118094,0.002180168,0.00002544546,0.007790687,0.01695569,0.0001902444,0.0002061099,0.02054093,0.9447758,0.00003480166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05877229,0.06124672,0.008365435,0.4160583,0.03099273,0.0003832602,0.0002640281,0.0005001917,0.423417],"genre_scores_gemma":[0.614041,0.06451236,0.0104027,0.07658457,0.007971281,0.0003303569,0.0009401368,0.0003293685,0.2248883],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03464216,"threshold_uncertainty_score":0.1158895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1739891723595535,"score_gpt":0.4733983489881297,"score_spread":0.2994091766285762,"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."}}