{"id":"W4379403498","doi":"10.1007/978-3-031-33317-0_16","title":"Analysis and Discussion","year":2023,"lang":"en","type":"book-chapter","venue":"International perspectives on aging","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Transphobia; Covert; Population; Psychology; Transgender; Gender studies; Criminology; Social psychology; Sociology; Demography; Linguistics","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":[0.0001827217,0.0001373055,0.0001748392,0.0006583493,0.0002454932,0.0001197985,0.0001992274,0.0001063242,0.0007258479],"category_scores_gemma":[0.00007836583,0.0001074142,0.0001760019,0.0001038415,0.000157395,0.00009625846,0.00006317778,0.0002320822,0.0001481504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126387,"about_ca_system_score_gemma":0.00004102193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003276188,"about_ca_topic_score_gemma":0.001889639,"domain_scores_codex":[0.9988142,0.00002444854,0.0001219114,0.0003865536,0.0005223582,0.000130585],"domain_scores_gemma":[0.9994807,0.0001482776,0.00009078703,0.0001106569,0.0001039471,0.00006560974],"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":[0.00002091341,0.00002340255,0.001223089,0.000004086236,0.001925671,0.00005182931,0.05691662,0.00001798874,0.00001451808,0.9156607,0.001328609,0.0228126],"study_design_scores_gemma":[0.0007928042,0.0001431337,0.0115091,0.002149987,0.001555238,0.000003552454,0.05963543,0.0003987052,0.00004095419,0.2649899,0.6569607,0.001820585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003289209,0.0002678136,0.00009694439,0.009162362,0.0003741527,0.00008943809,0.00002306586,0.0001361703,0.9895211],"genre_scores_gemma":[0.1288798,0.005856401,0.00003191972,0.0001278025,0.0007192255,0.000004179126,0.00002133546,0.00002771306,0.8643316],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.655632,"threshold_uncertainty_score":0.7947525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02895990934633415,"score_gpt":0.3389625929618938,"score_spread":0.3100026836155597,"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."}}