{"id":"W4207006900","doi":"10.1136/bmjopen-2021-054235","title":"Effectiveness of smart living environments to support older adults to age in place in their community: an umbrella review protocol","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut Universitaire de Gériatrie de Montréal","funders":"Agence Nationale de la Recherche","keywords":"CINAHL; PsycINFO; Medicine; Checklist; Gerontology; Psychological intervention; MEDLINE; Systematic review; Independent living; Quality of life (healthcare); Nursing; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01100916,0.0001440602,0.0004483091,0.0001727454,0.0002838111,0.0000304293,0.002019803,0.0000724339,0.0003051698],"category_scores_gemma":[0.0006769098,0.000150911,0.00003513496,0.0008084516,0.00008107688,0.0002203139,0.002642641,0.0003832229,0.0000251844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003661049,"about_ca_system_score_gemma":0.0002113354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01095486,"about_ca_topic_score_gemma":0.06216075,"domain_scores_codex":[0.9935722,0.004952409,0.000413112,0.0003304341,0.0003775927,0.0003541881],"domain_scores_gemma":[0.9985626,0.000421711,0.0001349097,0.0007568842,0.00001500496,0.0001088518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002622171,0.005569225,0.5796083,0.00785174,0.00005608395,0.0002507455,0.3327934,0.0002692187,0.001219975,0.0005155217,0.004841278,0.06440235],"study_design_scores_gemma":[0.003432624,0.002326864,0.8588817,0.02074321,0.00001174991,0.000008291382,0.03385087,0.000008617358,0.001007784,0.0002411116,0.0787039,0.0007833479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6328971,0.000007578823,0.000004993113,0.0006723894,0.00004013046,0.3634538,0.00001685454,0.00003048917,0.002876611],"genre_scores_gemma":[0.6326827,0.000004152054,0.0001179453,0.0005634483,0.000004715734,0.3663389,0.00000541453,0.00001753408,0.0002651409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2989426,"threshold_uncertainty_score":0.9956313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06424146249051156,"score_gpt":0.4175309713312472,"score_spread":0.3532895088407356,"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."}}