{"id":"W7014654523","doi":"","title":"Proceedings of the ATEE Winter Conference ‘Science and mathematics education in the 21st century’","year":2019,"lang":"en","type":"other","venue":"RepositóriUM (Universidade do Minho)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centro de Matemática Universidade do Porto; Fundação para a Ciência e a Tecnologia; Universidade do Minho; Ministério da Ciência, Tecnologia e Ensino Superior; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; International Council for Canadian Studies","keywords":"Filter (signal processing); Work (physics); Government (linguistics); Context (archaeology); Subject (documents); Limiting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005962922,0.0003683715,0.000401905,0.0007204654,0.0001228885,0.0002400007,0.001587299,0.0002599313,0.0001553808],"category_scores_gemma":[0.00009919274,0.0002496295,0.00008858083,0.001292479,0.0009564953,0.0003198379,0.0004093728,0.0004226546,0.000186472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003178799,"about_ca_system_score_gemma":0.0009203697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002959019,"about_ca_topic_score_gemma":0.00008361001,"domain_scores_codex":[0.9976302,0.00004082925,0.0002964944,0.0006156164,0.001031637,0.0003852689],"domain_scores_gemma":[0.9977618,0.00004977633,0.0009162738,0.0007187231,0.0004803231,0.00007304758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006033234,0.001103034,0.004532914,0.002504532,0.0001856073,0.00001319796,0.04750425,6.938853e-7,0.1390112,0.2805734,0.5210133,0.003497604],"study_design_scores_gemma":[0.00210475,0.0002199668,0.02864018,0.009507573,0.0009190235,0.001045531,0.2177071,0.0003087614,0.006184606,0.0008098058,0.7305018,0.002050903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05788355,0.0004486241,0.00000219679,0.0003771371,0.0003235688,0.001574042,0.00006427123,0.00005301039,0.9392736],"genre_scores_gemma":[0.4154482,0.000220553,0.00148625,0.0001524797,0.0001372655,0.00002291971,0.0000124227,0.00051117,0.5820088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3575646,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00883547396676044,"score_gpt":0.22527946182529,"score_spread":0.2164439878585296,"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."}}