{"id":"W4285323190","doi":"10.2196/35318","title":"Text Messages to Support Caregivers in a Health Care System: Development and Pilot and National Rollout Evaluation","year":2022,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Likert scale; Protocol (science); Psychological intervention; Veterans Affairs; Intervention (counseling); Scale (ratio); Psychology; Medicine; Nursing; Applied psychology; Medical education; Alternative 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":[0.03281187,0.001223948,0.0009924249,0.0009646367,0.001535811,0.001018326,0.001395858,0.001220711,0.00296377],"category_scores_gemma":[0.03381958,0.000696372,0.00119998,0.0005612602,0.0008834898,0.001529801,0.001871603,0.001371373,0.0003978063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001976001,"about_ca_system_score_gemma":0.00633136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003582814,"about_ca_topic_score_gemma":0.004737619,"domain_scores_codex":[0.9848684,0.01129825,0.001320905,0.0004188399,0.001153844,0.000939745],"domain_scores_gemma":[0.983835,0.009272745,0.001512608,0.0008654324,0.003152924,0.001361302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04512728,0.3041163,0.04677816,0.008506404,0.0005853018,0.0009965928,0.02944057,0.002433961,0.007666032,0.0005577263,0.008199626,0.5455921],"study_design_scores_gemma":[0.07514904,0.6611438,0.1888539,0.002711219,0.001527975,0.0003827258,0.02592315,0.005537354,0.01831503,0.0006567536,0.01954049,0.0002585221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262159,0.0002226812,0.002688304,0.0004102572,0.00008929247,0.06837186,0.00061248,0.0001621617,0.001227051],"genre_scores_gemma":[0.8130217,0.0009857973,0.03600746,0.0005450901,0.0001159967,0.1462175,0.00122519,0.00005162308,0.001829662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03281187,"threshold_uncertainty_score":0.1735278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2092294606794039,"score_gpt":0.4847833454642344,"score_spread":0.2755538847848305,"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."}}