{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.005020333,0.000722882,0.001162804,0.0002825423,0.004225467,0.001378036,0.001598447,0.001457287,0.0003929455],"category_scores_gemma":[0.0006860333,0.0007532234,0.0010351,0.001949414,0.004344741,0.0004660938,0.0002194799,0.001063539,0.00003254572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723772,"about_ca_system_score_gemma":0.00334612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04209193,"about_ca_topic_score_gemma":0.01556884,"domain_scores_codex":[0.990076,0.00491566,0.0008603716,0.0008213331,0.001133419,0.002193213],"domain_scores_gemma":[0.9961704,0.002484357,0.0004567366,0.0002224579,0.0001931303,0.0004729196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002859493,0.001009452,0.05868534,0.0003192391,0.0005010366,0.00005338545,0.5887263,0.0000285417,0.000829993,0.1991062,0.1309642,0.01949029],"study_design_scores_gemma":[0.001927051,0.0002250037,0.1531843,0.000323946,0.000620766,0.000006190143,0.3464474,0.0003753841,0.0009172703,0.0340644,0.4604468,0.001461504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8841733,0.0005373481,0.0005653513,0.01424674,0.0008094895,0.004147441,0.0003326412,0.0004469086,0.09474076],"genre_scores_gemma":[0.9900586,0.0004114796,0.0004296136,0.002077027,0.002973409,0.001283277,0.00000916928,0.00006632777,0.00269111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3294826,"threshold_uncertainty_score":0.999839,"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."}}