{"id":"W4411325953","doi":"10.1186/s12904-025-01802-6","title":"Addressing the spiritual needs of patients with serious illness in Lebanon: perspectives and practices of palliative care professionals","year":2025,"lang":"en","type":"article","venue":"BMC Palliative Care","topic":"Religion, Spirituality, and Psychology","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Pain medicine; Palliative care; Medicine; Nursing; Family medicine; Psychiatry; Anesthesiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003124016,0.0001692114,0.0003568044,0.0001627984,0.0003840819,0.00003276782,0.0002684228,0.0001544475,0.00001806152],"category_scores_gemma":[0.0008268877,0.0001141444,0.00005982335,0.0007515691,0.0009932332,0.0001744615,0.00007336846,0.000211032,4.798587e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001284662,"about_ca_system_score_gemma":0.000551662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003427704,"about_ca_topic_score_gemma":0.02989247,"domain_scores_codex":[0.9979382,0.0008329562,0.0003203557,0.0002732736,0.0003955406,0.0002396727],"domain_scores_gemma":[0.9970033,0.0008468035,0.0006536428,0.0001990638,0.001252488,0.00004474133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001506698,0.00007235382,0.5699982,0.0001672477,0.00002925364,4.04878e-7,0.425079,0.000004239738,0.000003637414,0.003927796,0.00007947211,0.0004877107],"study_design_scores_gemma":[0.0005711095,0.00006688064,0.503987,0.0003153484,0.0000220593,8.142502e-9,0.4943801,5.417904e-7,0.00006127287,0.0001775396,0.0003380868,0.00008007317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801769,0.00948732,0.00005175846,0.001077349,0.0002037504,0.0008757334,0.00008141338,0.00001317987,0.008032645],"genre_scores_gemma":[0.9992729,0.0001840849,0.0001702638,0.0001331007,0.00005324852,0.00005676014,0.00001798106,0.000008645723,0.0001030231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06930107,"threshold_uncertainty_score":0.9878095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08129026668569402,"score_gpt":0.4354918967467215,"score_spread":0.3542016300610275,"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."}}