{"id":"W4408885282","doi":"10.1007/s40487-025-00328-4","title":"A US Survey Across Seven Early-Stage Cancers Assessing the Humanistic Burden of Recurrence on Patients and Caregivers","year":2025,"lang":"en","type":"article","venue":"Oncology and Therapy","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Merck Canada Inc. (Canada); Heritage College","funders":"Merck","keywords":"Medicine; Quality of life (healthcare); Cancer; Stage (stratigraphy); Internal medicine; Disease; Oncology; Feeling; Nursing; Psychology","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":[0.0002818877,0.00008674047,0.0002097353,0.00002758971,0.0001515651,0.00001529181,0.00005778329,0.00008492699,0.00001805034],"category_scores_gemma":[0.00004130489,0.00005856076,0.0000245688,0.0001086077,0.0002495506,0.00002737133,0.00002373594,0.0001568029,3.570032e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009274893,"about_ca_system_score_gemma":0.0001885012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0113618,"about_ca_topic_score_gemma":0.00518399,"domain_scores_codex":[0.9993569,0.0001580173,0.0001072798,0.0001657493,0.00008172084,0.0001303755],"domain_scores_gemma":[0.9993684,0.000314028,0.0000679986,0.0001263629,0.00009019671,0.00003304828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001109885,0.00006690021,0.8022321,0.0000634911,0.0001489953,0.000009741711,0.02310858,0.00000492399,0.00009894714,0.0002541433,0.0003110892,0.1725912],"study_design_scores_gemma":[0.002091251,0.0009082812,0.9709244,0.0001007398,0.00002321275,0.000001090087,0.002904536,0.00001671239,0.0001392028,0.00006143902,0.02276086,0.00006829689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954242,0.001130383,0.000009555821,0.0002980461,0.0003866112,0.0002035847,0.00004916749,0.000007296906,0.002491151],"genre_scores_gemma":[0.9976928,0.001244406,0.000003727477,0.0004709591,0.00002658313,0.00001274904,0.00001240394,0.000004936022,0.0005314871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1725229,"threshold_uncertainty_score":0.9952216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225054663697788,"score_gpt":0.3738300962716893,"score_spread":0.3415795496347114,"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."}}