{"id":"W4380837164","doi":"10.1007/978-3-031-31848-1_7","title":"A Digital Home Numeracy Practice (DHNP) Model to Understand the Digital Factors Affecting Elementary and Middle School Children’s Mathematics Practice","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Numeracy; Mathematics education; Foundation (evidence); Psychology; Pedagogy; Literacy; Political science","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000922107,0.0004589005,0.0003304793,0.0001817664,0.0009798236,0.002231299,0.0004839493,0.0002257511,0.0001704698],"category_scores_gemma":[0.00293381,0.0003725337,0.000132518,0.0001587531,0.0002444884,0.003608796,0.0003738245,0.0005617276,0.0003992945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008414117,"about_ca_system_score_gemma":0.0004146225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009505968,"about_ca_topic_score_gemma":0.0009903522,"domain_scores_codex":[0.9970745,0.00005987384,0.0005265878,0.0006046736,0.001218457,0.0005158796],"domain_scores_gemma":[0.9955841,0.002804982,0.0005899023,0.0004319252,0.0002176498,0.0003714791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001729715,0.001927388,0.002598437,0.0003957048,0.002987405,0.00003094133,0.3991744,0.0003320855,0.00001453483,0.5441437,0.03415113,0.01407137],"study_design_scores_gemma":[0.0004843738,0.0002205875,0.0002781684,0.0008359092,0.0007221066,0.00002967753,0.8939102,0.0003541725,0.00001362494,0.06666463,0.03477045,0.001716147],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01944759,0.0001759762,0.001592162,0.005343449,0.0006710236,0.002734489,0.0004600234,0.000385024,0.9691902],"genre_scores_gemma":[0.2737864,0.001017491,0.00505403,0.002410132,0.001068076,0.00005360601,0.0007862761,0.0003287577,0.7154953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4947358,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09768133430510177,"score_gpt":0.3424419703570077,"score_spread":0.244760636051906,"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."}}