{"id":"W2965378118","doi":"10.1080/13607863.2019.1647130","title":"The necessity for sustainable intervention effects: lessons-learned from an experience sampling intervention for spousal carers of people with dementia","year":2019,"lang":"en","type":"article","venue":"Aging & Mental Health","topic":"Mental Health Research Topics","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute for Translational Neuroscience; Horizon 2020 Framework Programme; Alzheimer Society","keywords":"Psychological intervention; mHealth; Dementia; Intervention (counseling); Psychosocial; Competence (human resources); Psychology; Clinical psychology; Medicine; Anxiety; Nursing; Psychiatry; Social psychology; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001693954,0.0001591469,0.0002875622,0.00007838651,0.0006020931,0.00006650171,0.0003202817,0.00005665978,0.00008337157],"category_scores_gemma":[0.00004379073,0.0001287941,0.0001128455,0.0001476513,0.00007024688,0.0002817472,0.0001014163,0.0001675386,0.000005723952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000452441,"about_ca_system_score_gemma":0.00009139984,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01678701,"about_ca_topic_score_gemma":0.002854125,"domain_scores_codex":[0.997597,0.0003969325,0.0004831987,0.0004735143,0.0002740162,0.00077528],"domain_scores_gemma":[0.9984637,0.0004461741,0.0003837028,0.0004166732,0.00011862,0.0001711273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.008591156,0.002094981,0.1743188,0.01158004,0.0004724004,0.000004162079,0.07484224,0.00002950063,0.0007290228,0.02250071,0.001582878,0.703254],"study_design_scores_gemma":[0.0316973,0.02527938,0.2894565,0.004176968,0.0001508639,0.00001590047,0.594179,0.004417123,0.007400443,0.008515198,0.03365523,0.001056131],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743532,0.00146389,0.01782433,0.00188895,0.0006857595,0.003611826,0.00006440008,0.00004207265,0.00006557196],"genre_scores_gemma":[0.9964716,0.0000463248,0.001467582,0.0002092095,0.00006544017,0.0006397066,0.0003482517,0.00003454039,0.0007173728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7021979,"threshold_uncertainty_score":0.9897603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07030527128671889,"score_gpt":0.4850267699452592,"score_spread":0.4147214986585403,"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."}}