{"id":"W4206607110","doi":"10.1093/oncolo/oyab027","title":"Perceptions of Hope Among Bereaved Caregivers of Cancer Patients Who Received Early Palliative Care: A Content and Lexicographic Analysis","year":2022,"lang":"en","type":"article","venue":"The Oncologist","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Palliative care; Perception; Cancer; Family medicine; Content analysis; Nursing; Internal medicine","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":[0.0002041598,0.0001393133,0.0004218467,0.0002012082,0.0002882927,0.00001069427,0.0002724657,0.00006823998,0.0006868985],"category_scores_gemma":[0.00002403688,0.0001090776,0.0002093935,0.0007282302,0.0007065894,0.00003903957,0.0001359632,0.0002306897,0.000001527413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443544,"about_ca_system_score_gemma":0.00003959749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0340101,"about_ca_topic_score_gemma":0.005391055,"domain_scores_codex":[0.9985411,0.0004318782,0.000312374,0.0002843155,0.0002170086,0.0002133083],"domain_scores_gemma":[0.9988444,0.0001805835,0.0003775019,0.0003211814,0.0002215902,0.0000547814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002256735,0.0001811498,0.9293103,0.00001142964,0.001084567,0.000002790718,0.06590369,0.000575395,0.0001012533,0.0002038703,0.0002350963,0.002164818],"study_design_scores_gemma":[0.001103717,0.000718888,0.943359,0.00001185233,0.000939968,9.472817e-8,0.05348799,0.0000473039,0.00002469025,0.0000328496,0.0001588587,0.0001147594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918101,0.0004812533,0.00001598752,0.0001827198,0.0002002632,0.0004336734,0.0002414107,0.00001693135,0.006617668],"genre_scores_gemma":[0.9985627,0.0003075825,0.00002249484,0.00006704826,0.00001820802,0.000172847,0.00003422249,0.00001306685,0.0008018072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02861905,"threshold_uncertainty_score":0.9724225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02837899443450177,"score_gpt":0.314204386868246,"score_spread":0.2858253924337443,"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."}}