{"id":"W4384698602","doi":"10.1007/s10780-023-09501-y","title":"Parental Support, Virtual Learning and Differentiated Needs of Young Learners: Addressing the Legacy of the COVID-19 School Lockdowns","year":2023,"lang":"en","type":"article","venue":"Interchange","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Curriculum; Novelty; Psychology; Pedagogy; Learning styles; Virtual learning environment; Mathematics education; Social psychology","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":[0.0004095501,0.00008653632,0.0001432871,0.0001683901,0.0003226483,0.00007785801,0.0003324129,0.00008779244,0.0002293437],"category_scores_gemma":[0.001126428,0.0000551009,0.00006472948,0.0006690821,0.000697408,0.0001688917,0.0003919486,0.0002181299,0.00001482618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005731971,"about_ca_system_score_gemma":0.0001345934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001130895,"about_ca_topic_score_gemma":0.002039829,"domain_scores_codex":[0.999063,0.0001514781,0.000199033,0.0001110013,0.0002485855,0.0002268748],"domain_scores_gemma":[0.9994459,0.0001964674,0.000134679,0.000114927,0.00003443534,0.00007360645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007680726,0.00007174823,0.7489346,0.00006251472,0.000110571,0.000008375337,0.2032587,0.000005905647,0.002529814,0.01380478,0.008103766,0.02303245],"study_design_scores_gemma":[0.001564856,0.0003721924,0.1166459,0.0003179772,0.00007662091,0.00002441183,0.7982634,0.0001478196,0.003372077,0.003817432,0.07488566,0.000511666],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989442,0.00007081278,0.00003502367,0.003338526,0.0002601648,0.0001763196,0.000009191916,0.000117216,0.006550758],"genre_scores_gemma":[0.9966401,0.00008191985,0.00000227847,0.0001503166,0.00004447679,0.000008213002,0.00001127637,0.000008200807,0.003053185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6322887,"threshold_uncertainty_score":0.2569629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09398711665026514,"score_gpt":0.3460200923885132,"score_spread":0.252032975738248,"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."}}