{"id":"W2943651815","doi":"","title":"Articulation Analysis of Mathematical Activities in Nuri Teacher’s Guide books for 3, 4, and 5 Year Olds","year":2014,"lang":"en","type":"article","venue":"Early childhood education","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Articulation (sociology); Psychology; Mathematics education; Pedagogy; Linguistics; Developmental psychology; Philosophy; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006927493,0.0002327095,0.0002467638,0.002751156,0.001061528,0.002240776,0.0005322927,0.0004242197,0.007770765],"category_scores_gemma":[0.006042016,0.0002484733,0.0004581496,0.001580429,0.0006933289,0.001063871,0.001539679,0.0006719886,0.001411698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500173,"about_ca_system_score_gemma":0.001434916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01817381,"about_ca_topic_score_gemma":0.02703393,"domain_scores_codex":[0.9992251,0.00013591,0.00008256277,0.0001068136,0.0002869613,0.0001625845],"domain_scores_gemma":[0.9961417,0.001567537,0.0005383621,0.0002245962,0.001162398,0.0003652934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001083483,0.0005773014,0.6459689,0.00042941,0.0000541698,0.001489307,0.2159737,0.0008322786,0.009529899,0.008078635,0.002760834,0.1132221],"study_design_scores_gemma":[0.00001349578,0.0001380079,0.8978696,0.0001486901,0.00005706868,0.0005216034,0.08626512,0.001123972,0.003059672,0.0008570713,0.009904451,0.00004128425],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810951,0.00009362119,0.0005500739,0.0000454484,0.000007558266,0.00003231761,0.0003491394,0.00003151868,0.01779526],"genre_scores_gemma":[0.9910885,0.00008692696,0.0007596659,0.000009763535,0.000002592686,0.00003026349,0.0006863297,0.000024097,0.007311707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01817381,"threshold_uncertainty_score":0.03613603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729848922369379,"score_gpt":0.3372531915889452,"score_spread":0.3099547023652514,"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."}}