{"id":"W4408845456","doi":"10.1093/geront/gnaf112","title":"Queer Gerontology: Principles for Advancing Rigor and Justice","year":2025,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Queer; Scholarship; Vision; Sociology; Creativity; Disability studies; Inclusion (mineral); Economic Justice; Gender studies; Diversity (politics); Successful aging; Gerontology; Psychology; Political science; Medicine; Social psychology; Law; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434932,0.0002309368,0.0003862676,0.00009693865,0.0006619313,0.00004498954,0.0005404818,0.0002540914,0.0001541642],"category_scores_gemma":[0.0006994623,0.000158681,0.00008415187,0.0001268472,0.0009602698,0.00006209189,0.0001775429,0.0003683298,0.00006063972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007416844,"about_ca_system_score_gemma":0.000084646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006590113,"about_ca_topic_score_gemma":0.002852457,"domain_scores_codex":[0.9977862,0.0003317076,0.000351625,0.0005790817,0.0001045975,0.0008468055],"domain_scores_gemma":[0.99721,0.001746565,0.000111149,0.0007421298,0.0001061962,0.00008395731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001495606,0.0002057012,0.01710871,0.0002798464,0.0005927194,0.00004519561,0.005355064,0.00002636579,0.000116509,0.8036503,0.1094679,0.06165607],"study_design_scores_gemma":[0.00777691,0.0009814485,0.2069668,0.0001607282,0.001401224,0.0004046221,0.03164081,0.003294765,0.000322295,0.03066746,0.7151309,0.001252081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3679116,0.03312737,0.1492258,0.06059315,0.005952965,0.002877212,0.00006300026,0.0007066077,0.3795423],"genre_scores_gemma":[0.9133918,0.00003818712,0.002894742,0.001910673,0.0002121518,0.0005755142,0.000009190815,0.00002287036,0.08094485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7729828,"threshold_uncertainty_score":0.6470824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050828428658775,"score_gpt":0.4344899991681779,"score_spread":0.3294071563023003,"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."}}