{"id":"W4405539892","doi":"10.29035/ucmaule.67.9","title":"El nuevo trabajo matemático: Un desafío en constante renovación para la educación matemática","year":2024,"lang":"es","type":"article","venue":"Revista UCMaule","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009199698,0.0009381728,0.0008448617,0.001830308,0.003668118,0.0147793,0.002706998,0.003853073,0.01312166],"category_scores_gemma":[0.01637107,0.0006185967,0.0008917787,0.001783972,0.01362335,0.01475565,0.01024727,0.006454429,0.003553963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004325423,"about_ca_system_score_gemma":0.006758474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004205537,"about_ca_topic_score_gemma":0.004494894,"domain_scores_codex":[0.992681,0.003648647,0.0002107526,0.001039449,0.001935891,0.0004842567],"domain_scores_gemma":[0.9867924,0.006702538,0.0007399664,0.002536915,0.001830513,0.001397691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007873731,0.00006285818,0.002671544,0.0008085908,0.00003390101,0.0002658707,0.02504688,0.002147537,0.003246546,0.8096771,0.01170952,0.144251],"study_design_scores_gemma":[0.00002105377,0.0001424609,0.002556558,0.00132963,0.00004115937,0.0008138212,0.01597626,0.004162241,0.002651619,0.2981066,0.6741063,0.00009226847],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06871243,0.05113262,0.4289903,0.1133148,0.003942035,0.0002094847,0.0002421005,0.001494364,0.3319619],"genre_scores_gemma":[0.7329003,0.03154965,0.1239459,0.009907032,0.002002008,0.0004242609,0.0002421526,0.0009377025,0.09809092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0147793,"threshold_uncertainty_score":0.04865319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602095153711591,"score_gpt":0.3177222743896817,"score_spread":0.3017013228525658,"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."}}