{"id":"W4399693045","doi":"10.23977/aetp.2024.080408","title":"Building a Bridge between Home and School Digital Education: Improving the Guiding Effect of Family Education","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Home education; Sociology; Pedagogy; Mathematics education; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584314,0.0002401908,0.000164712,0.0008849065,0.002850854,0.002104659,0.0007446195,0.0008625663,0.005937742],"category_scores_gemma":[0.003563234,0.0001211911,0.0002435092,0.0004591468,0.001002474,0.003096179,0.004338566,0.0006444028,0.0005401272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145465,"about_ca_system_score_gemma":0.004239054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004728456,"about_ca_topic_score_gemma":0.006477769,"domain_scores_codex":[0.998863,0.0006560558,0.00003108565,0.0001232423,0.000150211,0.0001764495],"domain_scores_gemma":[0.9990041,0.0002813289,0.0000899097,0.000089824,0.0001381274,0.0003967078],"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":[0.000145938,0.001530866,0.03957593,0.0004578524,0.00004083737,0.0008918931,0.06273409,0.001656761,0.00514942,0.05107296,0.008854293,0.8278892],"study_design_scores_gemma":[0.0001742139,0.001565317,0.125195,0.001866975,0.000243039,0.001400591,0.2626276,0.01055419,0.01514231,0.06409077,0.516953,0.0001868846],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.795093,0.001771755,0.06786238,0.007549162,0.0001928312,0.0002784453,0.00008185406,0.0006325741,0.126538],"genre_scores_gemma":[0.9672573,0.0004813697,0.02724873,0.0002789596,0.000009913254,0.00005978988,0.00002587062,0.00002292232,0.004615195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005937742,"threshold_uncertainty_score":0.01986378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818213254558947,"score_gpt":0.3951115661796669,"score_spread":0.3769294336340774,"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."}}