{"id":"W2963665710","doi":"","title":"Preservice and Inservice Kindergarten Teachers’ Content Knowledge of Early Childhood Mathematics Education and The Frequency of Practice in the Field","year":2009,"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":"Mathematics education; Early childhood; Psychology; Early childhood education; Field (mathematics); Content (measure theory); Pedagogy; Mathematics; Developmental psychology; Pure mathematics","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":[0.001195473,0.0001371364,0.000183314,0.0001589924,0.0001135123,0.0001429866,0.0007952825,0.00007680765,0.000006324212],"category_scores_gemma":[0.001482931,0.00009208173,0.00003906686,0.0004954197,0.00007582489,0.0008276553,0.00007837435,0.0003202026,0.000004573702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002307291,"about_ca_system_score_gemma":0.001675886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003246934,"about_ca_topic_score_gemma":0.0001768654,"domain_scores_codex":[0.9984215,0.0004085748,0.0003997356,0.0002565368,0.0003187867,0.0001948511],"domain_scores_gemma":[0.9967667,0.001861067,0.0002978051,0.0005983885,0.0003956225,0.00008034561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001047065,0.003384941,0.005886962,0.00003472728,0.00003406954,1.246684e-7,0.7624019,6.961923e-7,0.0001103043,0.1236397,0.0006128697,0.1038832],"study_design_scores_gemma":[0.0004570982,0.0002544512,0.9465815,0.0001170936,0.00002148134,0.00002504945,0.01269649,0.00001491096,0.00009936656,0.03945922,0.0001812292,0.0000920625],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420013,0.005004775,0.000298777,0.04516904,0.0001711638,0.0007675402,0.000001666563,0.00001158483,0.006574106],"genre_scores_gemma":[0.9913326,0.0002491512,0.005918252,0.002199376,0.0001326822,0.00006446951,0.000005283913,0.000006227274,0.00009195148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9406946,"threshold_uncertainty_score":0.4908415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146775264423795,"score_gpt":0.3181570779281926,"score_spread":0.2966893252839546,"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."}}