{"id":"W4302282115","doi":"10.31124/advance.20459886","title":"University Based Retirement Communities (UBRC) in Canada","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Perspective (graphical); Management; Sociology; Gerontology; Political science; Media studies; Demography; Economics; Medicine; Art; Visual arts","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":[0.0006851971,0.0001674625,0.0002341358,0.00155734,0.009385795,0.002215738,0.0008666764,0.000449318,0.006924478],"category_scores_gemma":[0.001262064,0.0001429309,0.0002163131,0.003421712,0.001181628,0.0007197093,0.002497599,0.0006272792,0.0003366279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04446805,"about_ca_system_score_gemma":0.08710075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932894,"about_ca_topic_score_gemma":0.9981892,"domain_scores_codex":[0.9992488,0.00005271448,0.00001441123,0.00006176798,0.0001627661,0.0004595836],"domain_scores_gemma":[0.9983087,0.00006471316,0.0001084307,0.00003109585,0.0004923024,0.0009948002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003367313,0.0002856903,0.340329,0.000570995,0.00006174725,0.00174205,0.09083962,0.0009221181,0.0008677928,0.1036356,0.09590822,0.3645004],"study_design_scores_gemma":[0.00002436474,0.00007086335,0.6456221,0.0005760092,0.00003324997,0.0003845192,0.1311773,0.0008571404,0.0002771842,0.002047159,0.218861,0.00006912918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9022903,0.005276368,0.0005272861,0.00569526,0.0001989085,0.0001311213,0.003362121,0.00006082593,0.0824578],"genre_scores_gemma":[0.980037,0.001334486,0.0004061684,0.0004599352,0.00001347577,0.00002114076,0.0004833364,0.00001050407,0.01723402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04446805,"threshold_uncertainty_score":0.3226398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03624311706462663,"score_gpt":0.255835453779414,"score_spread":0.2195923367147874,"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."}}