{"id":"W2482478066","doi":"10.1007/978-3-319-41661-8_33","title":"Lighting the Way to Independent Living: Preventative Methods for Senior Health Inspired by Daylight","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in intelligent systems and computing","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Daylight; Health care; Order (exchange); Gerontology; Psychology; Medicine; Computer science; Business; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002259559,0.000416223,0.0006759195,0.00008695044,0.0004289176,0.00007202642,0.0003965749,0.0001572496,0.00006358105],"category_scores_gemma":[0.00005956908,0.0002741156,0.0001021691,0.00007192607,0.0001131167,0.0001590321,0.0004336099,0.0003212797,0.00005139221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005884639,"about_ca_system_score_gemma":0.00003225993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005774557,"about_ca_topic_score_gemma":0.001054037,"domain_scores_codex":[0.9971282,0.000216469,0.0009375425,0.0007998415,0.0003219338,0.0005960205],"domain_scores_gemma":[0.9974303,0.001238312,0.0007508139,0.000336533,0.00002307365,0.000220936],"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":[0.00003708095,0.0000470696,0.007427267,0.0005285637,0.00006716036,0.0000029615,0.009869541,0.0007274878,0.00008164749,0.02377161,0.003704173,0.9537354],"study_design_scores_gemma":[0.0001911736,0.000473521,0.000211439,0.003848674,0.00002099461,0.00001668994,0.001140764,0.001942856,0.00007020928,0.002484318,0.9889656,0.0006337399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0007878077,0.05809977,0.8640694,0.001980259,0.002470341,0.006559442,0.00009164262,0.0001110779,0.06583028],"genre_scores_gemma":[0.2435468,0.02178357,0.06797313,0.005632037,0.002818934,0.0008356218,0.00005408838,0.000632988,0.6567228],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9852614,"threshold_uncertainty_score":0.9999711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02604709378162785,"score_gpt":0.3454486101602063,"score_spread":0.3194015163785785,"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."}}