{"id":"W3128268264","doi":"10.16978/ecec.2020.15.4.007","title":"Action research on math education materials made by young children, parents, and teachers in a daycare center","year":2020,"lang":"en","type":"article","venue":"Early childhood education","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Center (category theory); Action (physics); Mathematics education; Action research; Psychology; Pedagogy; Chemistry; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005484869,0.000167292,0.0001438793,0.0003119393,0.0001943056,0.0004835063,0.0005282444,0.0001020276,0.00004549401],"category_scores_gemma":[0.0002656702,0.000170045,0.00002601546,0.0006060035,0.00004915226,0.0007752185,0.0001181899,0.0004503352,0.0001723494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002172131,"about_ca_system_score_gemma":0.001715288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365627,"about_ca_topic_score_gemma":0.00003281199,"domain_scores_codex":[0.9976657,0.0004164153,0.0002698939,0.0006318595,0.0005945018,0.0004216477],"domain_scores_gemma":[0.9989887,0.00008350296,0.00008557855,0.0003631464,0.0001584525,0.0003205477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006651817,0.004979506,0.3561476,0.00006967334,0.00006494571,0.000001180527,0.1934872,0.000005975015,0.01509212,0.02689391,0.1324011,0.2707903],"study_design_scores_gemma":[0.0002758573,0.0002001844,0.9919081,0.00008376662,0.000002170418,0.00001034606,0.002263164,0.000006442541,0.002394146,0.001013437,0.001673989,0.0001683468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821268,0.0003589265,0.0001159451,0.0154416,0.0006332463,0.0005976205,0.00002523967,0.00005161738,0.0006489754],"genre_scores_gemma":[0.9968901,0.0001874779,0.0005557872,0.0009300634,0.0005871557,0.0001782038,0.0003239992,0.00001989727,0.0003272618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6357606,"threshold_uncertainty_score":0.6934236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0537796407029458,"score_gpt":0.3721686183477179,"score_spread":0.3183889776447721,"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."}}