{"id":"W4414324170","doi":"10.1158/1538-7755.disp25-a005","title":"Abstract A005: Global evidence of health-related social needs and distress among cancer survivors: A scoping review of food, housing, and transportation insecurity","year":2025,"lang":"en","type":"review","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Distress; Cancer; Needs assessment; Social support; Socioeconomic status; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02187187,0.002012871,0.007965799,0.03327302,0.001797037,0.006498969,0.002770224,0.004223969,0.009868159],"category_scores_gemma":[0.1064147,0.001694952,0.007296071,0.03049293,0.002080702,0.005791512,0.004341132,0.002227573,0.0007394792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006346627,"about_ca_system_score_gemma":0.02365831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009545,"about_ca_topic_score_gemma":0.02023845,"domain_scores_codex":[0.983013,0.004737589,0.007708625,0.000919829,0.003166016,0.0004549972],"domain_scores_gemma":[0.9172028,0.06051385,0.01283825,0.001072385,0.007696474,0.0006761478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004869951,0.00001321451,0.0004594021,0.9651834,0.001856527,0.00007560408,0.0005484173,0.0000597619,0.0001017318,0.0004035262,0.002079468,0.02917027],"study_design_scores_gemma":[0.00001703769,0.00002718532,0.0008369249,0.9854096,0.004244667,0.00007777075,0.0003114855,0.00002141343,0.00003755178,0.0001925259,0.008814283,0.000009624773],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001151944,0.993908,0.0003335195,0.001126038,0.0004368909,0.001230231,0.0008382368,0.00001423701,0.0009608975],"genre_scores_gemma":[0.009060014,0.9854903,0.001120687,0.001100005,0.0001905193,0.002214496,0.0005085336,0.00001024585,0.0003051429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03327302,"threshold_uncertainty_score":0.1156709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3202990856019486,"score_gpt":0.5633192253501184,"score_spread":0.2430201397481698,"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."}}