{"id":"W4405015272","doi":"10.12681/ppej.35467","title":"The Role of Home Literacy Environment in Reading Beyond the Early Grades","year":2024,"lang":"en","type":"article","venue":"Preschool and Primary Education","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reading (process); Literacy; Home school; Emergent literacy; Psychology; Pedagogy; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042946,0.0002599444,0.0002789747,0.0007178259,0.0003552772,0.001370499,0.0003313011,0.0003356535,0.001743409],"category_scores_gemma":[0.002179217,0.0001693843,0.0003288873,0.0005306675,0.0005557204,0.0006382394,0.0009755331,0.0004079344,0.0002966475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003339629,"about_ca_system_score_gemma":0.0004178888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007750181,"about_ca_topic_score_gemma":0.01259515,"domain_scores_codex":[0.99951,0.0001164414,0.00003804885,0.0001160753,0.00007700696,0.000142482],"domain_scores_gemma":[0.9980908,0.0004793152,0.0006784091,0.0001287799,0.0001891658,0.0004334499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008313466,0.0001219659,0.9850198,0.00002757296,0.00003951663,0.0005689553,0.001533287,0.000084427,0.00100003,0.0001979015,0.00007897513,0.01124437],"study_design_scores_gemma":[2.827956e-7,0.0000289996,0.9993968,0.000006475234,0.000003658832,0.00004142618,0.0003041032,0.00002152653,0.00009160122,0.00002191509,0.00008175684,0.00000137008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979205,0.000264223,0.00005979877,0.00002730466,0.00000267292,0.000003172878,0.0000642845,0.000004955396,0.001653259],"genre_scores_gemma":[0.9995553,0.00008027149,0.00004178238,0.000004960486,0.000001901642,0.000001831883,0.00004451509,0.000001658611,0.0002676872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007750181,"threshold_uncertainty_score":0.01541013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005664173579136264,"score_gpt":0.2617316538362586,"score_spread":0.2560674802571223,"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."}}