{"id":"W2923160824","doi":"10.1177/183693910803300305","title":"A Collaborative Approach to Literacy","year":2008,"lang":"en","type":"article","venue":"Australasian Journal of Early Childhood","topic":"Reading and Literacy Development","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Literacy; Inner city; Family literacy; Emergent literacy; Psychology; Pedagogy; Sociology; Early childhood; Project commissioning; Developmental psychology; Early childhood education; Publishing; Mathematics education; Political science; Socioeconomics","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":[0.0002813706,0.0002092481,0.0003699392,0.0003576884,0.0001264491,0.00007475461,0.0003604297,0.00009632357,0.0002308165],"category_scores_gemma":[0.00005580904,0.0001728725,0.0001431129,0.0006504701,0.00005507062,0.0003324538,0.00002346721,0.000447634,0.0003079497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004576428,"about_ca_system_score_gemma":0.0002124718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008447707,"about_ca_topic_score_gemma":1.265932e-7,"domain_scores_codex":[0.9982378,0.0001448904,0.0006618976,0.0002382517,0.000330102,0.0003870728],"domain_scores_gemma":[0.9986373,0.00005385657,0.0003391102,0.0002543287,0.0003200874,0.0003953735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003658436,0.002289921,0.07815123,0.00001063709,0.0009311608,0.001200281,0.7996933,0.0000809429,0.0001272722,0.002956016,0.08242622,0.03176719],"study_design_scores_gemma":[0.001187088,0.0008062958,0.9726937,0.00007981616,0.00002486177,0.003225334,0.001647965,2.842875e-7,0.00007966992,0.0001301163,0.01990514,0.0002197589],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474043,0.0001764739,0.0005746804,0.0005076412,0.0006644132,0.0002054881,0.00001011003,0.00002087675,0.05043601],"genre_scores_gemma":[0.9778819,0.00000875678,0.01630586,0.0003030971,0.0004562711,0.000009436931,0.000003000331,0.00002708854,0.005004547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8945425,"threshold_uncertainty_score":0.7049536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438019355074492,"score_gpt":0.2840378765555239,"score_spread":0.2696576830047789,"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."}}