{"id":"W4235064418","doi":"10.24908/ijesjp.v8i1.14275","title":"Mappa Ingeniare","year":2021,"lang":"es","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Educational Technology in Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Panorama; Philosophy; Political science; Computer science; Artificial intelligence","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":[0.0007880507,0.001033301,0.000542,0.002109535,0.002352481,0.003902063,0.001208449,0.001396585,0.1272386],"category_scores_gemma":[0.004998145,0.0004796206,0.0007609686,0.001679129,0.0009901772,0.00571027,0.005325659,0.001393279,0.06724805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008609766,"about_ca_system_score_gemma":0.001712794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006108443,"about_ca_topic_score_gemma":0.009927735,"domain_scores_codex":[0.9989862,0.0001583195,0.00004584381,0.0002499873,0.0004202312,0.0001394237],"domain_scores_gemma":[0.9982702,0.000313343,0.00006551024,0.0004515364,0.0006585592,0.0002409777],"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":[0.0003734013,0.0001115076,0.003764412,0.00102799,0.00006355442,0.001131607,0.005288856,0.001361152,0.0109697,0.08284018,0.3164929,0.5765748],"study_design_scores_gemma":[0.00000957938,0.00003129948,0.001126147,0.0001253058,0.00002274258,0.0004266211,0.00126601,0.001489537,0.002350736,0.01091686,0.9822093,0.00002579285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02383724,0.003297583,0.1896642,0.009195035,0.004206212,0.000570327,0.006464732,0.02594261,0.7368221],"genre_scores_gemma":[0.1741823,0.003944297,0.1357318,0.003974012,0.001238715,0.0006114689,0.01022326,0.006050992,0.6640431],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1272386,"threshold_uncertainty_score":0.4256555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116274370638517,"score_gpt":0.2894277899707992,"score_spread":0.2778003529069475,"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."}}