{"id":"W7118067999","doi":"10.1093/geroni/igaf122.2339","title":"Professionalizing Gerontology: Why It is Essential to Credential the Education of Gerontologists","year":2025,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credential; Employability; Pace; Credentialing; Certification; Professional association","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02847315,0.0003212968,0.0004914525,0.001111183,0.01027553,0.01145986,0.001798479,0.009272126,0.01478132],"category_scores_gemma":[0.06874786,0.0005723368,0.0005476755,0.0007537923,0.008723103,0.007802093,0.00636779,0.01253127,0.004321277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006836302,"about_ca_system_score_gemma":0.02100699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01416438,"about_ca_topic_score_gemma":0.02761434,"domain_scores_codex":[0.9789106,0.008228631,0.001070748,0.00142576,0.007309698,0.003054519],"domain_scores_gemma":[0.9231092,0.02902321,0.003475721,0.002243621,0.01770361,0.02444459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009762811,0.000340636,0.01337111,0.001082987,0.00002758919,0.0005812111,0.03109343,0.0001399205,0.001254202,0.02521864,0.7143206,0.2124721],"study_design_scores_gemma":[0.00009685853,0.0003524247,0.04242057,0.008038869,0.0000403582,0.001926278,0.1345618,0.0005482649,0.001596826,0.05533301,0.7548655,0.0002192387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02716051,0.01242177,0.002362362,0.9255368,0.0101085,0.00008900068,0.00005904506,0.00015137,0.02211078],"genre_scores_gemma":[0.5795884,0.02253911,0.008630617,0.3663303,0.005073182,0.0002282164,0.0001694974,0.0003111446,0.01712953],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02847315,"threshold_uncertainty_score":0.1505823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07258961152476202,"score_gpt":0.468402925554255,"score_spread":0.395813314029493,"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."}}