{"id":"W3197774713","doi":"10.29173/irie429","title":"Implicaciones éticas del uso del machine learning como mediador en el desarrollo de habilidades metacognitivas en niños y adolescentes","year":2021,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metacognition; Relevance (law); Vision; Psychology; Humanities; Field (mathematics); Pedagogy; Sociology; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01056304,0.0004534996,0.0006150154,0.001406144,0.001285878,0.003060982,0.000671552,0.001255259,0.001833281],"category_scores_gemma":[0.04518975,0.0004682307,0.0004783691,0.0007518418,0.004051357,0.00221977,0.002486227,0.002383251,0.0002812827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667913,"about_ca_system_score_gemma":0.002592424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007606993,"about_ca_topic_score_gemma":0.009984499,"domain_scores_codex":[0.9947607,0.003053022,0.0003317023,0.0005007641,0.0009642731,0.0003895213],"domain_scores_gemma":[0.949775,0.03968633,0.005928385,0.001012494,0.002602053,0.000995609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000541621,0.0007715965,0.7126034,0.0008349156,0.0001403536,0.003062852,0.07660462,0.0003533831,0.001564052,0.007788725,0.001161535,0.1945729],"study_design_scores_gemma":[0.0001228735,0.00129426,0.8459122,0.004891852,0.000804845,0.0088963,0.08240926,0.002488467,0.004610799,0.01827837,0.03012435,0.0001665912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699772,0.011338,0.002127877,0.003999744,0.0001171742,0.00006571215,0.00004289654,0.00002922139,0.01230224],"genre_scores_gemma":[0.9859823,0.009745913,0.001878589,0.0003767382,0.00005316023,0.00006895736,0.00002293508,0.00001712419,0.001854337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01056304,"threshold_uncertainty_score":0.05586338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402909145974621,"score_gpt":0.3283494711473501,"score_spread":0.3043203796876039,"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."}}