{"id":"W4242153944","doi":"10.1518/107118109x12524442635347","title":"Understanding Aging in Place for Older Adults: A Needs Analysis","year":2009,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Aging; National Institutes of Health","keywords":"Aging in place; Psychology; Gerontology; Sociology; Medicine","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":[0.0008251602,0.0001370348,0.0002700558,0.0001053742,0.001256656,0.0001044665,0.0001939887,0.00008442411,0.000002142302],"category_scores_gemma":[0.0001098296,0.0001115273,0.0002600926,0.0005157799,0.0001531829,0.0003023876,0.00005085069,0.0001175659,3.745719e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888738,"about_ca_system_score_gemma":0.00002377949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449525,"about_ca_topic_score_gemma":0.001995363,"domain_scores_codex":[0.9990575,0.000009765496,0.0002813547,0.0002049202,0.0001420297,0.0003044731],"domain_scores_gemma":[0.9994024,0.0001208111,0.0002725684,0.00004065335,0.0001140615,0.00004950812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001209344,0.00002374563,0.2109049,0.00004157089,0.00009807137,8.14109e-9,0.7761675,0.00003820809,0.0000511344,0.01177167,0.000850571,0.00004055987],"study_design_scores_gemma":[0.0006775756,0.00004203563,0.3389621,0.0002481143,0.0002600365,7.763396e-8,0.6532784,0.0007592199,0.0002214692,0.004783286,0.0004489067,0.0003187206],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982868,0.0001584769,0.00007122708,0.0004498795,0.00005054605,0.0002480329,0.000009380372,0.0000281484,0.000697467],"genre_scores_gemma":[0.9991348,0.0001835943,0.0002927314,0.00007832306,0.0001288931,0.00000550248,0.00000164307,0.000007498528,0.0001670302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1280572,"threshold_uncertainty_score":0.9665308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02828080233043173,"score_gpt":0.2672241406920328,"score_spread":0.238943338361601,"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."}}