{"id":"W2615619794","doi":"10.5539/jel.v6n4p49","title":"Examination of the Relationship between the Preschool Teachers’ Attitudes towards Mathematics and the Mathematical Development in 6-Year-Old Preschool Children","year":2017,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Affect (linguistics); Test (biology); Preschool education; Statistical analysis; Psychology; Mathematics; Developmental psychology; Statistics","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":[0.005153759,0.00005758486,0.0001153122,0.00005203984,0.001064043,0.0001319209,0.0002544865,0.00005850785,0.00001900442],"category_scores_gemma":[0.007085501,0.00002884336,0.00002758267,0.00006534546,0.0002201061,0.0002757887,0.00006174293,0.0004822421,9.614495e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005577532,"about_ca_system_score_gemma":0.0003750951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005776616,"about_ca_topic_score_gemma":0.00002671286,"domain_scores_codex":[0.9986658,0.0005234129,0.0003347819,0.0000594054,0.0003380975,0.00007848987],"domain_scores_gemma":[0.9983997,0.0007355466,0.0006262395,0.0000968706,0.0001060454,0.00003558318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003956306,0.00003817265,0.8802797,0.00001243451,0.00001397108,1.385367e-8,0.09258468,0.000001771913,0.00000421869,0.01152903,0.00004985094,0.0154822],"study_design_scores_gemma":[0.0003187988,0.000005694982,0.9834966,0.0002519182,0.00001868719,0.000001399842,0.01218141,0.000004614125,0.00001384328,0.003275279,0.0003950505,0.00003669763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922434,0.0001022384,0.0001184599,0.004984234,0.00009377104,0.0002481908,8.994206e-8,0.000002605713,0.002206977],"genre_scores_gemma":[0.9954121,0.00002636409,0.001774101,0.00002337881,0.0001273943,0.000007856466,5.943841e-7,0.000004194466,0.002624008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032169,"threshold_uncertainty_score":0.8482518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05918903830708933,"score_gpt":0.3589408731562274,"score_spread":0.2997518348491381,"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."}}