{"id":"W2143834663","doi":"10.1177/0264619605056205","title":"The housing and support needs of visually impaired adults living in England today","year":2005,"lang":"en","type":"article","venue":"British Journal of Visual Impairment","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accommodation; Visual impairment; Quarter (Canadian coin); Psychology; Gerontology; Sight; Social isolation; Quality of life (healthcare); Ethnic group; Anxiety; Visually impaired; Isolation (microbiology); Medicine; Nursing; Psychiatry; Optometry; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002509814,0.00009274924,0.0002380091,0.0001201359,0.0004812718,0.0001641072,0.0001400269,0.00004910502,0.00003224861],"category_scores_gemma":[0.0003368353,0.00008267738,0.00008022042,0.000206702,0.0001855208,0.0003367341,0.00004921485,0.0001497169,6.907684e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038019,"about_ca_system_score_gemma":0.0002017767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004880746,"about_ca_topic_score_gemma":0.05497454,"domain_scores_codex":[0.9983468,0.0002410734,0.0005876482,0.00007857206,0.0004421826,0.0003037307],"domain_scores_gemma":[0.9989812,0.0002768289,0.0003712198,0.00004344313,0.0002071095,0.0001201396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001040234,0.0006246619,0.1222663,0.00003169163,0.00007396274,0.00007180028,0.6118324,0.00002269527,0.00005146449,0.00008511295,0.001822627,0.2630133],"study_design_scores_gemma":[0.001840774,0.001311002,0.9553045,0.001011545,0.00004245395,0.0001807903,0.02530292,0.0001376537,0.00008377745,0.0001348695,0.0144285,0.000221236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959577,0.002992375,0.0000449365,0.0004562112,0.0001718489,0.000150691,0.000001861248,0.000009250665,0.0002150937],"genre_scores_gemma":[0.9923724,0.006675008,0.0001122573,0.00006268138,0.000565158,0.000002318708,2.916971e-7,0.000008715648,0.0002011867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8330382,"threshold_uncertainty_score":0.9622697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008793500970764685,"score_gpt":0.2879500725907003,"score_spread":0.2791565716199356,"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."}}