{"id":"W4411171573","doi":"10.2196/72862","title":"Digital Health Portals for Individuals Living With or Beyond Cancer: Patient-Driven Scoping Review","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec; Université de Sherbrooke; Université Laval","funders":"","keywords":"Preprint; Digital health; Cancer; Internet privacy; Gerontology; Medicine; Psychology; Health care; Computer science; World Wide Web; Political science","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":[0.0008664255,0.0002128681,0.0006503064,0.000120055,0.0009360276,0.00005055667,0.0002077144,0.0001176772,0.001745201],"category_scores_gemma":[0.0003674775,0.0001445241,0.00007011608,0.0005455454,0.00004402596,0.001273203,0.0001133169,0.0003881848,0.00002251878],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005354516,"about_ca_system_score_gemma":0.006600661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002166615,"about_ca_topic_score_gemma":0.001191821,"domain_scores_codex":[0.9965841,0.0001956164,0.001880776,0.0003530556,0.0002778239,0.0007086514],"domain_scores_gemma":[0.9970922,0.0006940147,0.001197918,0.0003765047,0.0004139038,0.0002254125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006832957,0.00007162642,0.5047693,0.100356,0.00005215532,2.443923e-7,0.004351857,0.00001108322,3.53004e-7,0.0002292452,0.1345908,0.255499],"study_design_scores_gemma":[0.0012148,0.0002518067,0.03083571,0.4335749,0.00003266928,5.381291e-7,0.001209338,0.0001821805,0.000004373223,0.00004958524,0.5322917,0.0003523983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.2998728,0.2816813,0.01220481,0.1230542,0.01071227,0.1575477,0.0130885,0.001957732,0.09988067],"genre_scores_gemma":[0.1771279,0.06310833,0.005958666,0.6308717,0.001279535,0.09842002,0.0007347507,0.0001696543,0.02232949],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5078175,"threshold_uncertainty_score":0.9991673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05575919219385709,"score_gpt":0.5092992754827054,"score_spread":0.4535400832888483,"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."}}