{"id":"W4391531116","doi":"10.2196/46116","title":"Digital Health Psychosocial Intervention in Adult Patients With Cancer and Their Families: Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Psychosocial; Randomized controlled trial; Psychological intervention; Medicine; PsycINFO; CINAHL; Meta-analysis; Distress; Quality of life (healthcare); Cochrane Library; Critical appraisal; MEDLINE; Physical therapy; Clinical psychology; Psychiatry; Alternative medicine; Nursing; Internal medicine","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":[0.0001295171,0.0001736006,0.001206359,0.0001489327,0.00002662191,0.00006368032,0.00003654859,0.00003815452,0.0001577013],"category_scores_gemma":[0.00001029034,0.0000991193,0.0002864626,0.0006335656,0.00003878368,0.0001392811,0.00001815668,0.000128832,0.000001335204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000183988,"about_ca_system_score_gemma":0.00007677543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002646426,"about_ca_topic_score_gemma":0.03104665,"domain_scores_codex":[0.9989322,0.0000497785,0.0003574766,0.0003169501,0.000189566,0.0001539848],"domain_scores_gemma":[0.9995154,0.00002878799,0.0001029835,0.0001616358,0.0001028606,0.00008835034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001844623,0.0002105993,0.05434709,0.8343362,0.07719413,0.000007764483,0.01058424,0.000002124693,5.050327e-7,0.00007608109,0.002691944,0.02036484],"study_design_scores_gemma":[0.005982387,0.00158655,0.1104324,0.178043,0.6819384,0.00001530126,0.009068088,0.0003273569,0.00000834607,0.0001054493,0.01088902,0.001603671],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1089135,0.8774898,0.00006214877,0.008313445,0.0002020832,0.003586599,0.000975184,0.00007172785,0.0003854537],"genre_scores_gemma":[0.9764933,0.0175957,0.00000291835,0.002686536,0.00003947477,0.002059161,0.00005591102,0.00002293007,0.001044088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8675798,"threshold_uncertainty_score":0.9866343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215312136331888,"score_gpt":0.3406530768585221,"score_spread":0.3191218632253333,"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."}}