{"id":"W7120312355","doi":"","title":"Active methodologies: reflections on te path between tradition and innovation","year":2023,"lang":"pt","type":"dissertation","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Science and Education Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autonomy; Point (geometry); Reading (process); Face (sociological concept); Field (mathematics); Active learning (machine learning); Work (physics)","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","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003729598,0.0006728492,0.0007517071,0.002893341,0.003790407,0.0006931874,0.0008879033,0.001448701,0.00008143228],"category_scores_gemma":[0.005792574,0.0006882492,0.0002414529,0.007327483,0.000119323,0.0009476044,0.0001309611,0.001732943,0.00009054044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001665425,"about_ca_system_score_gemma":0.003185995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003482741,"about_ca_topic_score_gemma":0.0008841329,"domain_scores_codex":[0.9922457,0.00192765,0.001133549,0.001505074,0.002045138,0.001142889],"domain_scores_gemma":[0.9940913,0.002339612,0.000943294,0.0005853549,0.001465579,0.0005748651],"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":[0.0003110011,0.0003522619,0.0003940125,0.0001752499,0.0002576356,0.00003387259,0.05939732,0.00002584381,0.001540821,0.9118968,0.0031531,0.02246205],"study_design_scores_gemma":[0.001047908,0.0005019831,0.05941463,0.0007950997,0.0002796042,0.00006522752,0.2019272,0.0001341118,0.002252392,0.01014166,0.7220653,0.001374878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6909792,0.000239088,0.00257192,0.08784761,0.008728801,0.003482985,0.0005698576,0.00143751,0.204143],"genre_scores_gemma":[0.9888257,0.000690242,0.00091926,0.0002562637,0.00180617,0.0006665807,0.001993057,0.00008352741,0.004759145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9017552,"threshold_uncertainty_score":0.9998477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1842543155056349,"score_gpt":0.4103295773288336,"score_spread":0.2260752618231987,"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."}}