{"id":"W2134113411","doi":"10.12968/eyed.2014.16.6.46","title":"Unpicking the characteristics: Supporting children's thinking and learning","year":2014,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Foundation Stage; Foundation (evidence); Psychology; Mathematics education; Cognitive science; Pedagogy; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002203665,0.00007975508,0.0001029825,0.00004169894,0.001177139,0.0003915564,0.0002165689,0.00005550685,0.0002204646],"category_scores_gemma":[0.001444727,0.00006840505,0.00003028233,0.0001324812,0.0001999633,0.0001071623,0.00005323612,0.0003555037,0.00009305953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004225634,"about_ca_system_score_gemma":0.0002159648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005127034,"about_ca_topic_score_gemma":0.00002196805,"domain_scores_codex":[0.9986859,0.0003134102,0.0001792448,0.0001868034,0.0003060782,0.0003285533],"domain_scores_gemma":[0.999282,0.0003365309,0.00008561256,0.0001107228,0.00004760624,0.000137549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001607161,0.00002975589,0.5753103,0.000005522523,0.00001717933,5.919612e-7,0.2054249,1.786905e-7,0.00001422771,0.129587,0.0005620019,0.08904674],"study_design_scores_gemma":[0.00006437405,0.0000147817,0.8980914,0.00003778754,0.00001118951,0.000001795462,0.00982232,0.000002971393,0.000007962091,0.007954063,0.08384912,0.0001422779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868155,0.00004159595,0.00008371741,0.006948978,0.0007529891,0.0001099027,3.31058e-7,0.00008448686,0.005162512],"genre_scores_gemma":[0.9949914,0.00002155325,0.0009449364,0.001338145,0.0008552223,0.000009510915,0.000002992354,0.00001339253,0.001822874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3227811,"threshold_uncertainty_score":0.9053724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008883733512221593,"score_gpt":0.2860502839661503,"score_spread":0.2771665504539287,"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."}}