{"id":"W4413102943","doi":"10.2196/70510","title":"Using eHealth to Support Quality of Life and Well-Being in Patients With Lung Cancer: Systematic Review","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; eHealth; Lung cancer; Quality of life (healthcare); Quality (philosophy); Medicine; Psychology; Oncology; Computer science; Health care; World Wide Web; Political science; Nursing; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003414515,0.0001327986,0.0008917633,0.0001158407,0.00002816338,0.000006627687,0.00005925469,0.00004432018,0.00009321226],"category_scores_gemma":[0.00005342253,0.0001025399,0.00004396069,0.0005222173,0.00002410795,0.00004852005,0.000036193,0.0001141142,5.184021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004256894,"about_ca_system_score_gemma":0.0006622312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00864493,"about_ca_topic_score_gemma":0.01069643,"domain_scores_codex":[0.9986153,0.00009205945,0.0005622527,0.000240397,0.0002901144,0.0001999386],"domain_scores_gemma":[0.9991924,0.00003916067,0.0001903155,0.0002719327,0.0001750538,0.0001311284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001832763,0.00003187292,0.6491414,0.3491851,0.00005363311,8.204677e-7,0.0006653341,0.000005836557,0.000006229129,0.00004486763,0.0003883826,0.0002931514],"study_design_scores_gemma":[0.002860676,0.0002153565,0.5850351,0.4100808,0.000539487,6.066441e-7,0.0003494228,0.00006477105,0.00004587821,0.00000871359,0.0005196221,0.000279565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670807,0.02728954,0.00004443566,0.0009896881,0.0002349074,0.003264892,0.00002398673,0.00001741132,0.001054505],"genre_scores_gemma":[0.9912644,0.002027095,0.00003070091,0.005862068,0.00003159587,0.0005214422,0.000006186183,0.0000147799,0.0002417189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06410638,"threshold_uncertainty_score":0.9979566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328064394425167,"score_gpt":0.3895467211009328,"score_spread":0.3662660771566811,"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."}}