{"id":"W4405975979","doi":"10.1093/geroni/igae098.1088","title":"THE GLOBAL PRIDE STUDY: LESSONS LEARNED AND NEXT STEPS","year":2024,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Rhetoric and Communication Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pride; Computer science; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04196542,0.0009819785,0.001822349,0.003019016,0.00602682,0.01064241,0.003147032,0.004633336,0.007575779],"category_scores_gemma":[0.02865657,0.0004694549,0.001115547,0.003493692,0.01015001,0.02306679,0.01355204,0.008422347,0.00104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005468019,"about_ca_system_score_gemma":0.02191412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01467152,"about_ca_topic_score_gemma":0.02980649,"domain_scores_codex":[0.9884837,0.008501755,0.0003453427,0.0005404889,0.0007040265,0.001424537],"domain_scores_gemma":[0.947825,0.03419287,0.0008806388,0.003288964,0.006096962,0.007715651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002322316,0.000875083,0.02064071,0.005062792,0.000134634,0.002067526,0.2621512,0.0004669497,0.0004461695,0.1853436,0.1089262,0.413653],"study_design_scores_gemma":[0.00007348805,0.0002509305,0.01061732,0.01192374,0.00007724889,0.0007060264,0.5868251,0.000297993,0.0003571465,0.1059098,0.2828808,0.00008043468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07669612,0.0897346,0.008588898,0.768876,0.007711589,0.0005674171,0.0004923833,0.0001557207,0.04717731],"genre_scores_gemma":[0.7276806,0.116131,0.0425874,0.09457495,0.004043309,0.001934601,0.0007894103,0.000244585,0.01201421],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04196542,"threshold_uncertainty_score":0.2219369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1650487163039142,"score_gpt":0.3681610854125861,"score_spread":0.2031123691086719,"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."}}