{"id":"W7019294645","doi":"","title":"Examining how children’s use of math elicitations supports their own math learning","year":2023,"lang":"en","type":"article","venue":"D-Scholarship@Pitt (University of Pittsburgh)","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Focus (optics); Variety (cybernetics); Conversation; Association (psychology); Math education; Numeracy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008751022,0.00030492,0.000609391,0.0004509179,0.0003527208,0.00007221869,0.0004096615,0.000177683,0.0002087703],"category_scores_gemma":[0.001473796,0.0003161042,0.0002382792,0.0008023029,0.0002086035,0.0009617338,0.0004293385,0.0004473307,0.00008026217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007218586,"about_ca_system_score_gemma":0.00008094419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003448118,"about_ca_topic_score_gemma":0.00002256156,"domain_scores_codex":[0.9980407,0.0001610919,0.0003372732,0.0004310721,0.0005716877,0.0004582227],"domain_scores_gemma":[0.9971882,0.001440794,0.0004628499,0.0003874289,0.0003290563,0.0001917117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005219785,0.003861605,0.3128577,0.002665219,0.003344567,0.0009496945,0.07989863,0.0001204344,0.0597901,0.4221985,0.01196744,0.1018242],"study_design_scores_gemma":[0.001421312,0.0003017039,0.7149078,0.0008171924,0.0002440175,0.00004266101,0.01503539,0.0003241234,0.001508461,0.2634278,0.001212003,0.0007574992],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901409,0.00001925836,0.008367227,0.0003377042,0.00006165787,0.0003755057,0.00005376484,0.000282608,0.0003613388],"genre_scores_gemma":[0.9906606,0.00008284736,0.00789782,0.00003397863,0.00002649162,0.000001728496,0.00008055077,0.00004727589,0.001168705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4020501,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08176370231659781,"score_gpt":0.2621848276372141,"score_spread":0.1804211253206163,"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."}}