{"id":"W2795673111","doi":"10.1007/978-3-319-63555-2_7","title":"Whole Number Thinking, Learning and Development: Neuro-cognitive, Cognitive and Developmental Approaches","year":2018,"lang":"en","type":"book-chapter","venue":"New ICMI studies series","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cognition; Numeral system; Section (typography); Psychology; Cognitive development; Cognitive science; Task (project management); Cognitive psychology; Computer science; Artificial intelligence; Neuroscience; Engineering","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":[0.0003807868,0.0007987943,0.0005101308,0.001689452,0.0005362005,0.002889157,0.0008458989,0.000719415,0.01774246],"category_scores_gemma":[0.001009948,0.000205455,0.0002470177,0.001880083,0.002244775,0.002843403,0.0009172838,0.002091407,0.003066265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442937,"about_ca_system_score_gemma":0.002173764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404904,"about_ca_topic_score_gemma":0.005680488,"domain_scores_codex":[0.9998653,0.0000240936,0.000006599657,0.00002761594,0.00006338937,0.00001299511],"domain_scores_gemma":[0.9995816,0.0002590794,0.00001678549,0.00002138408,0.0000815746,0.00003951429],"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":[0.00002704593,0.00005233473,0.0005032803,0.0007009005,0.000007382151,0.0001150019,0.001571462,0.0007478418,0.001019035,0.5271534,0.1065688,0.3615336],"study_design_scores_gemma":[0.000004629051,0.00002575314,0.00243495,0.0006272531,0.000007757591,0.0005891414,0.0008149021,0.0005461434,0.0004380365,0.2246835,0.7698123,0.00001555786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00397856,0.3230782,0.01588164,0.006234707,0.002856466,0.00004252272,0.0002130421,0.0002283434,0.6474864],"genre_scores_gemma":[0.07239623,0.3173582,0.02650187,0.001974966,0.003262012,0.0002151492,0.0005595871,0.0001973726,0.5775346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01774246,"threshold_uncertainty_score":0.05935442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09292526211171369,"score_gpt":0.3010398584915544,"score_spread":0.2081145963798407,"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."}}