{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006585979,0.0001271515,0.0003435143,0.0004231384,0.00004409617,0.00003872395,0.00008376922,0.00009000798,0.0001670683],"category_scores_gemma":[0.0007881116,0.0001231744,0.00009360657,0.0002599435,0.0000401926,0.0001172623,0.00001501192,0.0000789281,0.000004993568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004174122,"about_ca_system_score_gemma":0.0001558644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004723042,"about_ca_topic_score_gemma":0.0000729698,"domain_scores_codex":[0.9989157,0.00008380185,0.0004876505,0.0001951181,0.0001641556,0.0001536009],"domain_scores_gemma":[0.9987882,0.0005252391,0.000238917,0.0003088159,0.0000737619,0.00006503909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001307152,0.001911397,0.02183501,0.0003789071,0.0002677861,2.91201e-8,0.1044045,0.00001761509,0.0003086899,0.8578005,0.002287727,0.01077476],"study_design_scores_gemma":[0.0006100492,0.00008971022,0.4737334,0.0001395067,0.0006550052,0.000002006365,0.003618084,0.001588413,0.0006844488,0.5182107,0.0004169029,0.000251781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759167,0.00002206518,0.01477921,0.0002699307,0.00008997496,0.0004311952,0.000004927255,0.00002808064,0.008457943],"genre_scores_gemma":[0.9716473,0.000003723195,0.02621273,0.00004837032,0.000108291,0.00009973723,0.00002594882,0.00002113948,0.001832797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4518984,"threshold_uncertainty_score":0.5022908,"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."}}