{"id":"W2107330430","doi":"10.4017/gt.2011.10.3.005.00","title":"The design of intelligent in-home assistive technologies: Assessing the needs of older adults with dementia and their caregivers","year":2011,"lang":"en","type":"article","venue":"Gerontechnology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dementia; Assistive technology; Aging in place; Gerontology; Psychology; Computer science; Medicine; Human–computer interaction","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":[0.0004277036,0.0001406022,0.0002716769,0.0003078239,0.00008380322,0.000007879883,0.0002691924,0.0001376627,0.00001868265],"category_scores_gemma":[0.0001074011,0.00006569362,0.00003574423,0.0004682819,0.001508943,0.0000537638,0.000187761,0.000303049,0.000001026044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003484582,"about_ca_system_score_gemma":0.00008666826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008836212,"about_ca_topic_score_gemma":0.00004217034,"domain_scores_codex":[0.9990444,0.00007768731,0.0002536119,0.0001678113,0.0001503299,0.0003062249],"domain_scores_gemma":[0.9991044,0.0001787929,0.000152497,0.0003480498,0.0001956042,0.00002066143],"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":[0.001269174,0.0005534859,0.4789927,0.000209432,0.000947196,0.00004408218,0.01272716,0.000001104271,0.006698372,0.00220884,0.0001022255,0.4962463],"study_design_scores_gemma":[0.002428967,0.002658975,0.3285986,0.0006843093,0.0001684751,0.0000756585,0.3981118,0.0001503214,0.2658487,0.0009719462,0.0001426301,0.0001596794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969393,0.00280233,0.02520076,0.0007001311,0.00003065993,0.0009273651,0.000002275643,0.00006643924,0.0008770016],"genre_scores_gemma":[0.9986235,0.0006054228,0.000617656,0.00001370173,0.000002478043,0.00009083287,0.000001057067,0.00001088438,0.00003442395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4960866,"threshold_uncertainty_score":0.5559763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646052254596895,"score_gpt":0.2767628534818381,"score_spread":0.2503023309358692,"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."}}