{"id":"W4412174107","doi":"10.12960/tsh.2025.0006","title":"TRABAJO SOCIAL Y CIUDADES INTELIGENTES: ANÁLISIS COMPARADO DEL PROTOCOLO DE VANCOUVER PARA LA MEJORA DE LA CALIDAD DE VIDA EN PERSONAS MAYORES","year":2025,"lang":"es","type":"article","venue":"Trabajo Social Hoy","topic":"Social Sciences and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Persona; Sociology; Computer science; Art","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":[0.0373717,0.0005069547,0.0009262118,0.002807515,0.006160552,0.006344423,0.002197114,0.001538189,0.007048077],"category_scores_gemma":[0.1284173,0.00075776,0.0007438974,0.004412488,0.004487584,0.002592337,0.0074374,0.002497538,0.0009240923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02952523,"about_ca_system_score_gemma":0.04353953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3538658,"about_ca_topic_score_gemma":0.363727,"domain_scores_codex":[0.94928,0.02700254,0.003532983,0.002517526,0.01527466,0.002392333],"domain_scores_gemma":[0.882091,0.05145842,0.009235739,0.007829051,0.04210287,0.007282822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003060142,0.001254187,0.3086407,0.005536737,0.0005762264,0.000541643,0.2627704,0.003169393,0.002785977,0.04026668,0.0252487,0.3461493],"study_design_scores_gemma":[0.000389575,0.001313528,0.5956122,0.002407112,0.000409622,0.0001562379,0.2406358,0.002059337,0.001759127,0.006825621,0.1481108,0.0003210843],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8611072,0.002367796,0.007380676,0.005854824,0.0003271358,0.006517016,0.001662119,0.0001830778,0.1146],"genre_scores_gemma":[0.9611325,0.001455239,0.007051784,0.0006660773,0.00003865848,0.008582658,0.0005563825,0.00008764606,0.02042901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538658,"threshold_uncertainty_score":0.7036121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02728537595151405,"score_gpt":0.4078799376204683,"score_spread":0.3805945616689543,"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."}}