{"id":"W6981528359","doi":"","title":"Energy poverty: understanding its impact on hospitalization among Canadian adults aged 40 and older","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Bioactive natural compounds","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Energy (signal processing); MEDLINE; Energy expenditure; Epidemiology; Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002615658,0.000768017,0.0004601637,0.0005084091,0.0007715422,0.0001266289,0.0003642624,0.001461662,0.00006058497],"category_scores_gemma":[0.0002959599,0.0007624764,0.0002794546,0.0004634356,0.00005129265,0.00005039545,0.00008690734,0.0007742656,0.00002583911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239025,"about_ca_system_score_gemma":0.0001294993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03062503,"about_ca_topic_score_gemma":0.4129123,"domain_scores_codex":[0.9969554,0.000215237,0.0004244607,0.001199557,0.0004558181,0.000749514],"domain_scores_gemma":[0.9982946,0.00005594031,0.0003352602,0.0004951186,0.0002623897,0.0005567151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007206698,0.0005761368,0.006413052,0.001529364,0.005135289,0.000631407,0.0001301526,0.0002410867,0.8500198,0.04253681,0.002376706,0.08320351],"study_design_scores_gemma":[0.00638986,0.003194498,0.3480495,0.002834782,0.0007119,0.00006160896,0.002158674,0.0003494646,0.6025826,0.008017778,0.01861269,0.0070366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831536,0.0004415104,3.618927e-7,0.00001630038,0.001127233,0.0004290928,0.001137846,0.00008232313,0.01361173],"genre_scores_gemma":[0.9853964,0.0005587795,0.00001107553,0.0003582758,0.00009540298,0.00004194694,0.007784228,0.0002447917,0.005509086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3822873,"threshold_uncertainty_score":0.9998347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144405134735683,"score_gpt":0.2434816038521229,"score_spread":0.2320375525047661,"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."}}