{"id":"W1535707231","doi":"10.11606/d.76.2009.tde-05072009-203744","title":"Aprendizagem ativa em ótica geométrica: experimentos e demonstrações investigativas","year":2009,"lang":"pt","type":"dissertation","venue":"","topic":"Science and Education Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Comprehension; Mathematics education; Process (computing); Field (mathematics); Computer science; Psychology; Mathematics","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":[0.002526193,0.000845776,0.0007559648,0.0008145603,0.0007973311,0.001217045,0.001137713,0.001593726,0.005329566],"category_scores_gemma":[0.01083911,0.000599549,0.001023552,0.0005662838,0.002172384,0.001962619,0.002207871,0.001200023,0.0006186928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003760802,"about_ca_system_score_gemma":0.000535098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006028949,"about_ca_topic_score_gemma":0.0006943667,"domain_scores_codex":[0.9980145,0.0006675556,0.0001361666,0.0004002229,0.0005271395,0.0002544135],"domain_scores_gemma":[0.9923735,0.005665211,0.0003676622,0.0009225582,0.0004367513,0.0002342714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.003434739,0.02491089,0.0110414,0.004764081,0.0001820391,0.002831666,0.0413037,0.02159691,0.4577694,0.01276465,0.002851482,0.4165491],"study_design_scores_gemma":[0.001622266,0.08671635,0.08034976,0.001617065,0.0009611699,0.007915844,0.04325693,0.09289282,0.5802416,0.02193919,0.0818474,0.0006396742],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967229,0.0006836646,0.02233759,0.000157446,0.0001038479,0.0005307276,0.0000618585,0.0001593336,0.008736434],"genre_scores_gemma":[0.971813,0.0008687976,0.02398805,0.00005503172,0.00005451796,0.0002161387,0.00004812405,0.00005205371,0.002904338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005329566,"threshold_uncertainty_score":0.01782924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022448047771877,"score_gpt":0.4333114115749248,"score_spread":0.3310666067977371,"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."}}