{"id":"W4388890081","doi":"10.1002/psp.2738","title":"Trends in solo living among young adults in Canada","year":2023,"lang":"en","type":"article","venue":"Population Space and Place","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"University of Toronto","keywords":"Geography; Young adult; Rural area; Socioeconomics; Demography; Gerontology; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003513628,0.00005267647,0.00008597921,0.000161425,0.0001900189,0.00002462967,0.00003374143,0.00003034824,0.00003692113],"category_scores_gemma":[0.0001472877,0.0000550662,0.000009472043,0.0004718362,0.00001671583,0.0001435273,0.00001432367,0.0000552025,0.000002020555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499552,"about_ca_system_score_gemma":0.00008320952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9982505,"about_ca_topic_score_gemma":0.9999679,"domain_scores_codex":[0.999348,0.00008229243,0.0001088365,0.0001242367,0.0001580562,0.0001785594],"domain_scores_gemma":[0.9997359,0.0001253683,0.00004226634,0.00004042012,0.00001198699,0.00004407158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002467081,0.000002019264,0.8489752,0.000003493864,0.000001122737,0.00000310964,0.1465441,0.0002895741,1.609083e-7,0.0002214453,0.003270899,0.0006863503],"study_design_scores_gemma":[0.00009169149,0.000002162435,0.9871324,0.00003261485,0.000001425514,7.866364e-8,0.009445983,0.002196738,1.963138e-7,0.00007458769,0.0009557438,0.00006636464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968046,0.0001247172,0.000002905747,0.001086516,0.0001387096,0.00005451294,0.00000217035,0.00002626155,0.001759602],"genre_scores_gemma":[0.9951756,0.0002435002,0.00001022876,0.00002234691,0.00006610269,0.000006313464,0.0000107264,0.000003357485,0.004461829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1381571,"threshold_uncertainty_score":0.2245535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206944328653631,"score_gpt":0.259732821532891,"score_spread":0.2476633782463547,"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."}}