{"id":"W4211257728","doi":"10.1080/14480220.2022.2032268","title":"Measuring adult English literacy improvements in First Nations communities in Australia","year":2022,"lang":"en","type":"article","venue":"International Journal of Training Research","topic":"Reading and Literacy Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council","keywords":"Literacy; Government (linguistics); Vocational education; Project commissioning; Adult literacy; Medical education; Publishing; Economic growth; Political science; Psychology; Pedagogy; Medicine; Economics","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":[0.003451373,0.0002912745,0.0003177008,0.0006801442,0.0009388434,0.0004836058,0.000388481,0.0004478129,0.0008595507],"category_scores_gemma":[0.00644573,0.0002465058,0.0002980349,0.0003732451,0.0006322445,0.0004605365,0.001282465,0.0005617052,0.0002161431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009343289,"about_ca_system_score_gemma":0.001665508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02733322,"about_ca_topic_score_gemma":0.06183499,"domain_scores_codex":[0.9984152,0.0008316869,0.00009299632,0.0001626577,0.0003220674,0.0001753992],"domain_scores_gemma":[0.9971813,0.0004344892,0.0007431869,0.0001211804,0.0009904117,0.0005294149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009742634,0.004297028,0.8318251,0.0005276534,0.0001177772,0.0003399649,0.05029971,0.0004693617,0.00899253,0.0001527218,0.000814582,0.1011893],"study_design_scores_gemma":[0.00002406059,0.001841506,0.9922409,0.00005366236,0.00001856181,0.00007750044,0.004179219,0.0001667564,0.0007351677,0.00004621262,0.0006061326,0.00001026348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989024,0.00004747838,0.00009899649,0.00002642898,0.000001782129,0.000204401,0.00003515463,0.000003156178,0.000680018],"genre_scores_gemma":[0.9974623,0.0001041941,0.00132218,0.00004726925,0.000002461569,0.0003875141,0.00008391882,0.000001479178,0.0005887398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02733322,"threshold_uncertainty_score":0.05434829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2253176627445103,"score_gpt":0.4589816612267866,"score_spread":0.2336639984822763,"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."}}