{"id":"W4415849997","doi":"10.1186/s12904-025-01910-3","title":"A validation study of the modified Chinese version of the integrated palliative care outcome scale (IPOS) among patients with advanced illness in Hong Kong","year":2025,"lang":"en","type":"article","venue":"BMC Palliative Care","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Palliative care; Scale (ratio); Convergent validity; Concurrent validity; Criterion validity; Construct validity; Psychometrics; Reliability (semiconductor); Content validity","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":[],"consensus_categories":[],"category_scores_codex":[0.0001131408,0.000334593,0.0007820735,0.0002027545,0.0001166015,0.000009062785,0.0003632198,0.0001284102,0.000006207986],"category_scores_gemma":[0.0008044058,0.0001771328,0.0001889001,0.001698394,0.0002462241,0.0001265841,0.0001886958,0.0003377265,4.65955e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000404457,"about_ca_system_score_gemma":0.0002188876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007709764,"about_ca_topic_score_gemma":0.002489075,"domain_scores_codex":[0.9976335,0.0003741085,0.0006856993,0.0004014627,0.0006794869,0.0002257817],"domain_scores_gemma":[0.9963749,0.0003207656,0.0006322309,0.0006023577,0.002021841,0.00004788166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008439787,0.0003489362,0.9417037,0.0006065614,0.0001263806,9.615507e-7,0.05122792,0.004481235,0.0002768548,0.00001898466,0.000005705692,0.0003587451],"study_design_scores_gemma":[0.006551795,0.0003699524,0.8525368,0.00290278,0.0002036353,1.221791e-8,0.1292499,0.0002683917,0.007745084,0.000008360341,0.000009268897,0.0001539837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953922,0.0006763131,0.0001904781,0.00002398994,0.0003139468,0.002592216,0.0002431122,0.00001876091,0.0005490073],"genre_scores_gemma":[0.9994424,0.00002762228,0.00014784,0.00002283131,0.00001207778,0.00009598754,0.0001450519,0.00002315134,0.00008301346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08916692,"threshold_uncertainty_score":0.7223265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04246516981246765,"score_gpt":0.3687830274976576,"score_spread":0.3263178576851899,"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."}}