{"id":"W2543824527","doi":"10.1177/2010105816674738","title":"Characteristics and influence of home literacy environment in early childhood-centered literacy orientation","year":2016,"lang":"en","type":"article","venue":"Proceedings of Singapore Healthcare","topic":"Reading and Literacy Development","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Medicine; Psychology; Logistic regression; Cohort; Quarter (Canadian coin); Developmental psychology; Early childhood; Demography; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003185153,0.0002032762,0.0003817903,0.0003080078,0.00004715482,0.00003708479,0.0001488607,0.0001201339,0.00002810044],"category_scores_gemma":[0.00008128818,0.0001639407,0.0000383065,0.0002063269,0.000116206,0.000586863,0.00006558928,0.0001559313,0.00001019307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009820896,"about_ca_system_score_gemma":0.00003391249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510498,"about_ca_topic_score_gemma":3.967785e-7,"domain_scores_codex":[0.9980327,0.00002136638,0.0008954357,0.00044663,0.0002537332,0.0003500938],"domain_scores_gemma":[0.9987493,0.00008530309,0.0006036069,0.0001323552,0.000291671,0.0001378125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001324797,0.0001612304,0.8348582,0.0003207827,0.00001613134,0.000003518255,0.05753755,4.783045e-8,0.002749552,0.00134889,0.00001734768,0.1028543],"study_design_scores_gemma":[0.0009500775,0.0002703685,0.9946477,0.001422339,0.000007720375,0.00001975768,0.0003408917,0.00000126792,0.0007482666,0.0008014073,0.0006190154,0.0001711323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981897,0.0004020591,0.000006639684,0.0007326794,0.0001261447,0.0003439175,0.00005984893,0.00002442068,0.000114632],"genre_scores_gemma":[0.998316,0.0003068465,0.001006163,0.0001108883,0.00004612978,0.00004142219,0.00001176715,0.00002592819,0.000134839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1597896,"threshold_uncertainty_score":0.6685306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267117445031219,"score_gpt":0.287222686083443,"score_spread":0.2745515116331308,"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."}}