{"id":"W2049223185","doi":"10.3138/ijcs.47.101","title":"How Should We Administer Population Aging? A Canadian Comparison","year":2013,"lang":"en","type":"article","venue":"International Journal of Canadian Studies","topic":"Global Health Care Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Population ageing; Population; Geography; Demography; Gerontology; Medicine; Sociology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004306789,0.0001763396,0.000419096,0.001640295,0.0004249482,0.00007996353,0.0004379762,0.0001438117,0.0004684846],"category_scores_gemma":[0.0007069671,0.000150386,0.00009917905,0.0002584952,0.00005551449,0.0004578086,0.0000463119,0.0005932956,0.0003830606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002958504,"about_ca_system_score_gemma":0.001694689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8928919,"about_ca_topic_score_gemma":0.992357,"domain_scores_codex":[0.9976078,0.0001971468,0.0007972266,0.0001479947,0.0006280628,0.0006217216],"domain_scores_gemma":[0.9950751,0.0002650169,0.0005511587,0.0001328897,0.002941462,0.001034371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001495814,0.00001046025,0.2736031,0.00004970061,0.000342625,0.0001208319,0.005394951,0.00000987327,0.000005138271,0.001712977,0.7139099,0.004825484],"study_design_scores_gemma":[0.0004301418,0.00007107099,0.2171477,0.0005628547,0.00002705789,0.00003287624,0.01974908,0.00002741555,0.000005046955,0.00121451,0.760583,0.0001492602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3817599,0.009643252,0.00001450749,0.5759817,0.01402408,0.0007592724,0.0001424349,0.0000301964,0.01764465],"genre_scores_gemma":[0.9867328,0.0005628015,0.0004080609,0.007841623,0.001445871,0.00002309864,0.00001301111,0.00002075851,0.002951915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.604973,"threshold_uncertainty_score":0.7736384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2413094540895688,"score_gpt":0.512183765689087,"score_spread":0.2708743115995181,"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."}}