{"id":"W2934245069","doi":"","title":"How a pattern seeking approach to teaching spelling improved grade 1 gifted children’s writing","year":2019,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Spelling; Handwriting; Phonics; Sentence; Mathematics education; Literacy; Psychology; Presentation (obstetrics); Linguistics; Computer science; Primary education; Pedagogy; Artificial intelligence","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":[0.001598853,0.0001193346,0.0001810286,0.00005604955,0.001238405,0.0002378835,0.0006614503,0.00008139532,0.000007315762],"category_scores_gemma":[0.0003278496,0.00009484883,0.0001916306,0.0002055688,0.0001017259,0.0001133138,0.00003527232,0.000235422,0.000001429726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002759476,"about_ca_system_score_gemma":0.001565607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2706265,"about_ca_topic_score_gemma":0.1172172,"domain_scores_codex":[0.9987529,0.0001456976,0.0002327052,0.0002510096,0.0002805391,0.0003371621],"domain_scores_gemma":[0.9986659,0.0002255164,0.0002986406,0.000364032,0.0003274209,0.0001184838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001216507,0.001137041,0.1834625,0.0002520426,0.0004110683,1.079998e-8,0.715264,0.0001725478,0.003288325,0.01398829,0.01588964,0.06612234],"study_design_scores_gemma":[0.0005502728,0.0001323232,0.07202747,0.0002972686,0.0001865048,9.872285e-7,0.9206742,0.002171055,0.000165312,0.0005514752,0.002901454,0.000341658],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846644,0.00005695239,0.0004342983,0.008473167,0.0007016941,0.002445781,0.0000244031,0.00001559157,0.003183748],"genre_scores_gemma":[0.9952309,0.000004455354,0.0008736806,0.0002561056,0.0003935174,0.00007024813,0.00001341013,0.0000164121,0.00314124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2054102,"threshold_uncertainty_score":0.9524933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03166614663724746,"score_gpt":0.2879762865445767,"score_spread":0.2563101399073293,"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."}}