{"id":"W7112240821","doi":"","title":"El desarrollo de competencias formativas en el ámbito educativo con un enfoque integral","year":2025,"lang":"es","type":"article","venue":"Dialnet (Universidad de la Rioja)","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Training (meteorology); Field (mathematics); Quarter (Canadian coin); Initial training; Active learning (machine learning)","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"],"consensus_categories":[],"category_scores_codex":[0.0007461548,0.0003462683,0.0003970311,0.001143951,0.0005123959,0.0003493954,0.001669258,0.0005231504,0.0001547275],"category_scores_gemma":[0.0003175949,0.0003990189,0.0001676091,0.002494815,0.0004723475,0.0007478086,0.0005143034,0.0008346253,0.0000947895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008258171,"about_ca_system_score_gemma":0.002843911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254849,"about_ca_topic_score_gemma":0.0001069732,"domain_scores_codex":[0.9977608,0.0004268803,0.0003846402,0.0005191796,0.0002424221,0.0006661006],"domain_scores_gemma":[0.9973886,0.001082083,0.0002615686,0.0007468514,0.0003692633,0.0001516268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001681391,0.0003089337,0.01913815,0.0000527803,0.0001438347,0.00002783045,0.005046558,0.00003368032,0.0009304995,0.9390492,0.00704563,0.02820612],"study_design_scores_gemma":[0.002253642,0.0002975058,0.4102458,0.0005493457,0.00018933,0.0001854332,0.01359493,0.01690825,0.00739762,0.3774097,0.1698378,0.001130704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8262426,0.0004166134,0.1000046,0.01889276,0.001126391,0.0003792243,0.0000436402,0.0002693502,0.05262484],"genre_scores_gemma":[0.9678982,0.0001390432,0.02852129,0.001692652,0.0001532264,0.00003010225,0.00004178784,0.00001924394,0.001504488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5616395,"threshold_uncertainty_score":0.9998462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008138826494729757,"score_gpt":0.2843860449342823,"score_spread":0.2762472184395526,"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."}}