{"id":"W4302282112","doi":"10.31124/advance.20459886.v1","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":"University of Toronto","funders":"","keywords":"Demographics; Perspective (graphical); Management; Sociology; Gerontology; Political science; Media studies; Demography; Art; Economics; Medicine; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007945857,0.0001708071,0.0002460887,0.001832797,0.009201854,0.002310633,0.0009004433,0.0004483654,0.006373072],"category_scores_gemma":[0.001537957,0.0001357753,0.0002130912,0.003839473,0.001199362,0.0007338452,0.002602466,0.0006176614,0.0003068963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04295979,"about_ca_system_score_gemma":0.08851849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9924385,"about_ca_topic_score_gemma":0.9979299,"domain_scores_codex":[0.9991074,0.00006883725,0.00001695571,0.00007361265,0.0002067539,0.0005263949],"domain_scores_gemma":[0.9979218,0.00009396355,0.0001402411,0.00004191056,0.0006677845,0.001134381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003068231,0.000268059,0.3544064,0.0005127724,0.00006386928,0.001540475,0.07744066,0.001173907,0.0007560289,0.1345439,0.0794869,0.3495003],"study_design_scores_gemma":[0.00002410395,0.00006997681,0.6386477,0.0006073962,0.00003579609,0.0004018812,0.1118595,0.0009888327,0.0002715859,0.003047079,0.2439681,0.00007797311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8833225,0.006260621,0.0008230568,0.005457533,0.0002159412,0.0001429425,0.0034437,0.00006741105,0.1002663],"genre_scores_gemma":[0.9805521,0.001433971,0.000556674,0.0004649251,0.00001504879,0.00002410768,0.000529471,0.00001005725,0.01641354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04295979,"threshold_uncertainty_score":0.3116965,"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."}}