{"id":"W4411957872","doi":"10.1016/j.ijrobp.2025.06.3884","title":"“Hope” Drives Quality of Life in Patients With Brain Metastases, But, the “Hope Center” Remains Elusive: An Analysis of NRG-CC003","year":2025,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Cancer Agency; Princess Margaret Cancer Centre; University of Toronto","funders":"GT Medical Technologies; Cedars-Sinai Medical Center; NRG Oncology; Moffitt Cancer Center; National Cancer Institute; University of California, Los Angeles; Novocure; Bayer; Astellas Pharma; Astellas Pharma US","keywords":"Center (category theory); Quality (philosophy); Quality of life (healthcare); Neuroscience; Medicine; Psychology; Oncology; Psychotherapist; Philosophy; Chemistry; Epistemology","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":[0.001096997,0.000143969,0.0003051208,0.000374315,0.0005677011,0.0008625852,0.0003185126,0.0003172301,0.002495253],"category_scores_gemma":[0.005785211,0.00008820984,0.0006803669,0.0007081602,0.000663177,0.0004169114,0.0007577722,0.001280902,0.0001333681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007931964,"about_ca_system_score_gemma":0.001223167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0071721,"about_ca_topic_score_gemma":0.01361252,"domain_scores_codex":[0.9995313,0.0002000677,0.00002300836,0.00004086367,0.00009951834,0.0001053459],"domain_scores_gemma":[0.9969414,0.0008075393,0.001216488,0.0001624668,0.00017863,0.0006934459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001143787,0.0002977245,0.9804655,0.00003060444,0.0002442312,0.00006477106,0.0006446259,0.0001874252,0.0002666147,0.0005603371,0.0006612217,0.0154331],"study_design_scores_gemma":[0.00002771506,0.0001813249,0.9975213,0.00001026574,0.00007352875,0.00006509387,0.0006454524,0.0002647425,0.00004053091,0.000720799,0.0004426817,0.000006449291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979661,0.0002033357,0.0000711519,0.0005881567,0.000007772532,0.000007816658,0.000158235,0.00000260914,0.0009949007],"genre_scores_gemma":[0.9995837,0.00005845573,0.000031004,0.0000634093,0.000004224677,0.000003993349,0.00009274059,0.000001246737,0.0001613784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0071721,"threshold_uncertainty_score":0.01426071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631225885985286,"score_gpt":0.3602028070945169,"score_spread":0.343890548234664,"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."}}