{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03800716,0.001755214,0.007249358,0.02213003,0.001543013,0.006383858,0.003062045,0.003584272,0.007440103],"category_scores_gemma":[0.1528952,0.001440605,0.008081026,0.02152882,0.001596297,0.006226958,0.004727312,0.002199847,0.0009790745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007343449,"about_ca_system_score_gemma":0.03354795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007861522,"about_ca_topic_score_gemma":0.01949275,"domain_scores_codex":[0.9700468,0.01226736,0.01155191,0.001327698,0.004212379,0.0005938172],"domain_scores_gemma":[0.8943298,0.07926765,0.01240637,0.002155801,0.01108123,0.0007591941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000142199,0.00003518206,0.0006239316,0.9117983,0.003359884,0.0000939888,0.0007473212,0.0001464287,0.0001147542,0.0008697166,0.003337756,0.07873064],"study_design_scores_gemma":[0.00005578062,0.00005423899,0.0005955559,0.9739009,0.009405385,0.00009094086,0.0004063562,0.00006244399,0.00007140461,0.0003713614,0.01496778,0.00001792647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00166864,0.98543,0.001262051,0.001607742,0.0005304107,0.005748827,0.001519311,0.00003705101,0.002195827],"genre_scores_gemma":[0.01254163,0.9734086,0.00320547,0.001488878,0.0002042126,0.007895538,0.000890424,0.00001895689,0.0003462634],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03800716,"threshold_uncertainty_score":0.2010034,"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."}}