{"id":"W4390921224","doi":"10.3389/978-2-8325-4287-3","title":"Experts' Opinions on Aging and Public Health","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Industrial Technology Research Institute; Genentech; Canadian Institutes of Health Research; National Cancer Institute; National Institutes of Health; Osher Center for Integrative Medicine","keywords":"Public health; Psychology; Internet privacy; Computer science; Medicine; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002421534,0.0003404875,0.0006008311,0.001351033,0.0005832159,0.0002742689,0.0006683152,0.0006588917,0.0005468986],"category_scores_gemma":[0.0002210915,0.0003141575,0.0001321927,0.0002621785,0.0008935115,0.00006286047,0.0004549112,0.003369109,0.0008212831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008236904,"about_ca_system_score_gemma":0.00161486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001827095,"about_ca_topic_score_gemma":0.00006748052,"domain_scores_codex":[0.9947439,0.00102002,0.0003796411,0.001123224,0.0009731921,0.001759968],"domain_scores_gemma":[0.9979039,0.0001344843,0.0000651403,0.001026775,0.0001846584,0.0006850713],"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":[0.00001530157,0.00005265458,0.0001202942,0.0001507945,0.0002160662,0.0001320744,0.003912994,3.519376e-8,3.439088e-8,0.062223,0.8375394,0.09563731],"study_design_scores_gemma":[0.0002418219,0.0003902738,0.0001206063,0.0002095236,0.000005208771,0.00001766077,0.003240817,0.00002522474,1.818572e-7,0.008717251,0.9867963,0.0002351235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003151541,0.04804276,0.0004102755,0.1691758,0.003818233,0.0006822528,0.000109648,0.0001765457,0.777553],"genre_scores_gemma":[0.0001011113,0.0006333079,0.0003065117,0.0006281953,0.001926629,0.0001739186,0.00027291,0.0001052852,0.9958521],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2182992,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2596375643194066,"score_gpt":0.4962266547969261,"score_spread":0.2365890904775195,"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."}}