{"id":"W7052144466","doi":"","title":"Regenerating social space to support the elderly : create an age-friendly, sociable and supportive housing environment for the ageing population","year":2021,"lang":"en","type":"dissertation","venue":"Unitec Research Bank (Unitec Institute of Technology)","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loneliness; Social isolation; Population ageing; Life expectancy; Population; Isolation (microbiology); Aging in place; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004284538,0.0002673885,0.0004424139,0.000397397,0.002346249,0.003441559,0.001308041,0.001667943,0.01270518],"category_scores_gemma":[0.007484547,0.0001601327,0.0004539346,0.0004328718,0.003450759,0.004653789,0.003024559,0.001413386,0.002723508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003327363,"about_ca_system_score_gemma":0.01433814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02180765,"about_ca_topic_score_gemma":0.07786071,"domain_scores_codex":[0.9986009,0.0005682177,0.00005461422,0.0001200453,0.0003731361,0.0002831029],"domain_scores_gemma":[0.9949816,0.0008619177,0.0007501101,0.0001323874,0.001473831,0.00180021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002891028,0.001334898,0.04038848,0.0136981,0.0001275195,0.0005596963,0.05112951,0.000228107,0.002093694,0.0344448,0.3239086,0.5317975],"study_design_scores_gemma":[0.0002084856,0.001853258,0.1758491,0.01572591,0.0002584295,0.0005678221,0.2385777,0.0005878889,0.00154882,0.01474702,0.5499377,0.0001378395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2194569,0.04080388,0.0026764,0.5683566,0.008329097,0.001751876,0.001341763,0.0001202032,0.1571633],"genre_scores_gemma":[0.7761764,0.08697387,0.01398068,0.08182941,0.002328738,0.002308925,0.0004566734,0.00004774077,0.03589755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02180765,"threshold_uncertainty_score":0.04336143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04077100639861799,"score_gpt":0.31277821890666,"score_spread":0.2720072125080421,"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."}}