{"id":"W2191153957","doi":"10.2139/ssrn.2551038","title":"Managing Healthcare for an Aging Population: Are Demographics a Fiscal Iceberg for Newfoundland and Labrador?","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Care Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Brain Institute","funders":"","keywords":"Iceberg; Demographics; Health care; Population; Fiscal year; Geography; Population ageing; Business; Medicine; Demography; Economics; Economic growth; Environmental health; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004240006,0.0002343798,0.0004021645,0.0002134073,0.001667348,0.00005078566,0.0002162849,0.0002457229,0.000002584963],"category_scores_gemma":[0.0002730598,0.0002187428,0.00009440917,0.0002354684,0.00003456185,0.0004005208,0.00005279531,0.00182399,0.000005087299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002148825,"about_ca_system_score_gemma":0.002127997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003774528,"about_ca_topic_score_gemma":0.1917566,"domain_scores_codex":[0.9950098,0.0004115765,0.0006459189,0.0003675675,0.0003213046,0.003243859],"domain_scores_gemma":[0.9978767,0.0003388838,0.0004860226,0.0002266533,0.0005511311,0.0005206121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008539488,0.00006655106,0.7751228,0.0009332496,0.0001266796,0.000004051424,0.00361626,0.00004497057,0.000002817673,0.1872774,0.004823497,0.02712783],"study_design_scores_gemma":[0.006574677,0.002198506,0.08061168,0.0007185174,0.0001350903,0.0002839413,0.05696466,0.002660269,3.607432e-7,0.801722,0.04755948,0.0005707924],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8869415,0.02219757,0.0273772,0.05706902,0.0024186,0.003420363,0.00009033745,0.0002477808,0.0002376462],"genre_scores_gemma":[0.9916841,0.001523552,0.00176511,0.002170878,0.002075422,0.0001276154,0.00007351483,0.00006979529,0.0005100228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6945111,"threshold_uncertainty_score":0.9996324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07069299794685739,"score_gpt":0.4285923256136098,"score_spread":0.3578993276667524,"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."}}