{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01962401,0.0008795332,0.0006408363,0.001819762,0.002694552,0.01281092,0.002486887,0.002133231,0.00389534],"category_scores_gemma":[0.0230369,0.0003328117,0.0006297379,0.001375088,0.00668948,0.006314298,0.006949279,0.002749026,0.0006807633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005340231,"about_ca_system_score_gemma":0.01099928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004916544,"about_ca_topic_score_gemma":0.006733751,"domain_scores_codex":[0.9900983,0.005585547,0.0002711099,0.0007754419,0.002343272,0.0009263727],"domain_scores_gemma":[0.979892,0.01015211,0.002061691,0.00284407,0.003122043,0.001928114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007175997,0.001616993,0.0277396,0.001915523,0.00006454004,0.001061243,0.1095218,0.002766921,0.007364905,0.2487769,0.01188688,0.5865672],"study_design_scores_gemma":[0.0003260047,0.002010485,0.05697674,0.004385171,0.000132285,0.001705554,0.1487775,0.003085871,0.007350064,0.07772221,0.6972926,0.0002356526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6276805,0.009834743,0.03971164,0.01930557,0.001952275,0.0007425672,0.0002633234,0.0008151193,0.2996943],"genre_scores_gemma":[0.9371752,0.005026435,0.02575714,0.001283952,0.000651436,0.0005389576,0.0002155717,0.000195519,0.02915595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01962401,"threshold_uncertainty_score":0.103783,"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."}}