{"id":"W4393397438","doi":"10.1016/j.jecp.2024.105918","title":"From integers to fractions: The role of analogy in transfer and long-term learning","year":2024,"lang":"en","type":"article","venue":"Journal of Experimental Child Psychology","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Institute of Education Sciences","keywords":"Fraction (chemistry); Analogy; Number line; Categorization; Integer (computer science); Arithmetic; Mathematics; Line (geometry); Number sense; Concept learning; Psychology; Statistics; Mathematics education; Artificial intelligence; Computer science; Linguistics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002330334,0.0003497025,0.0004565876,0.0005175489,0.0005075129,0.001637548,0.0009701604,0.0005866245,0.002848161],"category_scores_gemma":[0.008162256,0.0003348569,0.0002107799,0.0003464934,0.002481563,0.002828016,0.001911212,0.001544603,0.000310432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007610103,"about_ca_system_score_gemma":0.001034597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991781,"about_ca_topic_score_gemma":0.001690005,"domain_scores_codex":[0.998304,0.0007221389,0.0000532738,0.0003682822,0.0004118371,0.0001402993],"domain_scores_gemma":[0.9965345,0.001546097,0.0005584502,0.0008147229,0.0001716481,0.0003746242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003199922,0.006685188,0.1094249,0.001123953,0.0001948617,0.001090759,0.0172577,0.005430939,0.08451522,0.1137937,0.002339358,0.6549436],"study_design_scores_gemma":[0.0006374536,0.006889267,0.6253648,0.0009571853,0.0003157812,0.001873446,0.008446394,0.01675974,0.05423644,0.2590174,0.02518429,0.0003176905],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757826,0.001256297,0.009280543,0.0006525591,0.00003473567,0.00006483193,0.00003888056,0.0000514468,0.01283806],"genre_scores_gemma":[0.9887876,0.0007349151,0.008749193,0.0001049699,0.000012703,0.0001364525,0.00005315203,0.00001718045,0.001403768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002848161,"threshold_uncertainty_score":0.01232415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190601800406925,"score_gpt":0.3664329768844137,"score_spread":0.3445269588803444,"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."}}