{"id":"W4283779280","doi":"10.2196/34925","title":"The Influencing Contexts and Potential Mechanisms Behind the Use of Web-Based Self-management Support Interventions: Realistic Evaluation","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Diabetes Management and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw","keywords":"Self-management; Context (archaeology); Psychological intervention; Medicine; Disease management; Quality of life (healthcare); Disease; Self-efficacy; Logistic regression; Patient education; Gerontology; Physical therapy; Clinical psychology; Psychology; Family medicine; Nursing; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02067354,0.0003312824,0.0002787763,0.0006788222,0.000909348,0.001485559,0.0006160975,0.0006715325,0.001659894],"category_scores_gemma":[0.05171435,0.0002994458,0.0006554611,0.0004753341,0.001064426,0.001158777,0.001678539,0.0004553812,0.00007435806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002391231,"about_ca_system_score_gemma":0.003182553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001454244,"about_ca_topic_score_gemma":0.002797905,"domain_scores_codex":[0.9817066,0.01490832,0.0008859582,0.0003998772,0.00144131,0.0006579739],"domain_scores_gemma":[0.9550266,0.03707794,0.0044865,0.001070725,0.00188969,0.0004485223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003196724,0.008819311,0.6139095,0.003896509,0.0004572512,0.001082431,0.09967799,0.003667852,0.003885475,0.004681272,0.0006820298,0.2560437],"study_design_scores_gemma":[0.001411037,0.01802283,0.7939937,0.001946944,0.001034063,0.001240415,0.1298846,0.02976254,0.01045289,0.004925521,0.007113455,0.0002119581],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993547,0.0001401894,0.003012331,0.0001640602,0.000004485073,0.001563421,0.00007777895,0.000008397034,0.001482268],"genre_scores_gemma":[0.9946253,0.00007754168,0.003863169,0.00003171926,0.000002467759,0.001272287,0.0000350366,0.000001510254,0.00009094037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067354,"threshold_uncertainty_score":0.1093335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05972805635978928,"score_gpt":0.3345479431975278,"score_spread":0.2748198868377385,"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."}}