{"id":"W4387454915","doi":"10.17811/ria.5.1.2023.15-20","title":"El valor de las competencias transversales en personas vulnerables. Una visión cualitativa","year":2023,"lang":"es","type":"article","venue":"Riaices","topic":"Social Sciences and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Persona; Humanities; Sociology; Psychology; Art","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002801663,0.0003257245,0.0004604536,0.0002021115,0.001863722,0.0005794722,0.0009909138,0.0003304668,0.0005723133],"category_scores_gemma":[0.0004904784,0.0003004319,0.0003204308,0.002141313,0.001695302,0.0005623665,0.00008837869,0.00031034,0.001149951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002637383,"about_ca_system_score_gemma":0.000659658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06526574,"about_ca_topic_score_gemma":0.009396417,"domain_scores_codex":[0.9954897,0.001263443,0.0003790653,0.0005175609,0.001094368,0.001255851],"domain_scores_gemma":[0.9969475,0.002138095,0.0002024099,0.0002169965,0.0001102584,0.0003847846],"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":[0.00003324851,0.0001107392,0.01154594,0.0001783046,0.0001323609,0.00002914181,0.7104433,0.0001345854,0.0009420589,0.2505289,0.01775498,0.008166405],"study_design_scores_gemma":[0.0006574949,0.0002132522,0.04626708,0.0002865421,0.000129116,0.000001873152,0.4475856,0.0007373994,0.0003073818,0.02096821,0.4820721,0.0007739289],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889235,0.001265672,0.00001942498,0.02925687,0.00145272,0.0003882696,0.0001740006,0.0004405655,0.07807893],"genre_scores_gemma":[0.9852543,0.004068952,0.000151409,0.0005649884,0.002125883,0.00002875201,0.00001559363,0.00003193169,0.007758177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4643172,"threshold_uncertainty_score":0.9999448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328205334601523,"score_gpt":0.3997653066750796,"score_spread":0.3664832533290643,"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."}}