{"id":"W6940193674","doi":"10.71747/uow-r3gk326m.28613606","title":"Exploring Parent-Child Shared Book Reading in the First Three Years of Life: Characteristics and Language Outcomes","year":2025,"lang":"en","type":"dissertation","venue":"Research Online (University of Wollongong)","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Vocabulary; Literacy; Language development; Cognition; Cognitive development; Vocabulary development; Early childhood","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001698048,0.00043236,0.0006413168,0.001239966,0.0009522744,0.001865096,0.000904751,0.0008249045,0.001508924],"category_scores_gemma":[0.006470917,0.0005293836,0.00104539,0.001120852,0.0005567887,0.001236549,0.001817883,0.001730464,0.0004900906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172229,"about_ca_system_score_gemma":0.001040006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02289794,"about_ca_topic_score_gemma":0.0371599,"domain_scores_codex":[0.9993984,0.00009705548,0.00005362402,0.0001333901,0.0001571318,0.0001603959],"domain_scores_gemma":[0.9956369,0.0006176218,0.002222562,0.0001643195,0.0005529936,0.0008056498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000135158,0.0002460824,0.9777251,0.00006835613,0.00006888279,0.0004757529,0.01285379,0.00004870594,0.0003394493,0.00005015193,0.0002669498,0.007721566],"study_design_scores_gemma":[0.000001784658,0.0001785371,0.9942473,0.00002041334,0.00001406414,0.0002244358,0.00498306,0.00002602909,0.00006938277,0.00001683951,0.0002102115,0.000007817488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991184,0.0002584447,0.00002138057,0.00005430003,0.000003825671,0.000009792866,0.0002383896,0.000002829926,0.0002926666],"genre_scores_gemma":[0.9977779,0.0005527049,0.0001770901,0.00003412868,0.000006429459,0.00005743788,0.0006032935,0.000004111967,0.0007869534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02289794,"threshold_uncertainty_score":0.04552931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1106961037672033,"score_gpt":0.3618618845765706,"score_spread":0.2511657808093674,"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."}}