{"id":"W4406863412","doi":"10.2196/59391","title":"Exploring Older Adult Cancer Survivors’ Digital Information Needs: Qualitative Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Preprint; Qualitative research; Gerontology; Cancer survivor; Psychology; Cancer; Medicine; Computer science; World Wide Web; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001066223,0.0002241099,0.0003412182,0.0003854224,0.0008035781,0.0001011305,0.0002454775,0.00007723181,0.001039028],"category_scores_gemma":[0.0003605937,0.0001860676,0.00004632529,0.001080682,0.00004528937,0.008908541,0.0001486963,0.0006682947,0.0003617492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000699768,"about_ca_system_score_gemma":0.0008917912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01350942,"about_ca_topic_score_gemma":0.003646927,"domain_scores_codex":[0.9966426,0.0004728045,0.001777509,0.0001717374,0.0003802309,0.0005550703],"domain_scores_gemma":[0.9973643,0.0004648692,0.0005706395,0.000383828,0.001062817,0.0001535081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004125369,0.0003155043,0.3733746,0.001479019,0.00006452856,1.598558e-7,0.5603326,0.00002775577,0.000001872213,0.00197232,0.01290826,0.04911086],"study_design_scores_gemma":[0.002584129,0.0002422623,0.4008843,0.001032533,0.00001834438,6.204283e-8,0.4547347,0.0003851716,0.00001102815,0.0001978786,0.13958,0.0003295913],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710889,0.00008488489,0.0009829323,0.001701516,0.00252987,0.00333053,0.0002983681,0.0002258492,0.0197571],"genre_scores_gemma":[0.976842,0.0001207021,0.0000290964,0.008012133,0.0002252784,0.01206652,0.00006352472,0.00001241163,0.002628275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266718,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2080402789752342,"score_gpt":0.5283923133208619,"score_spread":0.3203520343456276,"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."}}