{"id":"W4407820700","doi":"10.1002/pon.70110","title":"The Landscape of Supportive Care Needs Among Prostate Cancer Patients in New Zealand: A Cross‐Ethnic Analysis","year":2025,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Lottery Health Research; University of Otago","keywords":"Survivorship curve; Ethnic group; Quality of life (healthcare); Prostate cancer; Medicine; Psychological intervention; Gerontology; Health care; Needs assessment; Family medicine; Mental health; Cancer; Nursing; Psychiatry; 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":[0.0002017496,0.0001469465,0.0005272881,0.0004369554,0.00005053201,0.00001195492,0.0001553343,0.0001752816,0.000190022],"category_scores_gemma":[0.00005302083,0.0001044642,0.0001946706,0.002021074,0.0001406838,0.00003989158,0.00004674461,0.0002742817,0.000003265336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097198,"about_ca_system_score_gemma":0.0008394422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01699837,"about_ca_topic_score_gemma":0.2122443,"domain_scores_codex":[0.9986435,0.0001092355,0.0004636225,0.0002642874,0.00018913,0.0003302714],"domain_scores_gemma":[0.9989187,0.0001627343,0.0002017817,0.000325556,0.0002815737,0.0001096988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001178334,0.0001082672,0.9092665,0.00005443604,0.0004305879,0.000005915518,0.04398955,0.00002449455,0.00002232164,0.00001336823,0.003987113,0.04091913],"study_design_scores_gemma":[0.003395042,0.0005146071,0.9563878,0.00006933526,0.0005452253,4.02969e-7,0.01662062,0.00002702011,0.0001594519,0.00006413616,0.0221242,0.00009216359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863527,0.002936345,0.000005997326,0.001262985,0.0008923676,0.0004967374,0.00005132782,0.00001890934,0.0079826],"genre_scores_gemma":[0.9911297,0.00115394,0.000007146284,0.0003648593,0.00007419528,0.0001254407,0.00008501648,0.00001172079,0.007047975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1952459,"threshold_uncertainty_score":0.9895475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135036909392711,"score_gpt":0.3573687347197676,"score_spread":0.3460183656258405,"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."}}