{"id":"W4394854556","doi":"10.1007/s44020-024-00060-y","title":"A systematic narrative synthesis review of the effectiveness of genre theory and systemic functional linguistics for improving reading and writing outcomes within K-10 education","year":2024,"lang":"en","type":"article","venue":"The Australian Journal of Language and Literacy","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systemic functional linguistics; Mainstream; Reading (process); Literacy; Narrative; Curriculum; Quality (philosophy); Psychology; Pedagogy; Medical education; Mathematics education; Linguistics; Medicine; Political science","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":[0.04388516,0.002011027,0.007517376,0.01664245,0.001411883,0.00480173,0.002215897,0.00247028,0.009671052],"category_scores_gemma":[0.1725743,0.001214264,0.008337888,0.01184586,0.001719865,0.004332284,0.002820781,0.002168668,0.0008445993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008127015,"about_ca_system_score_gemma":0.03530462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006329539,"about_ca_topic_score_gemma":0.01817058,"domain_scores_codex":[0.9450483,0.02625078,0.01852147,0.002235975,0.00712031,0.000823041],"domain_scores_gemma":[0.8941534,0.07748712,0.01403665,0.00220505,0.01133216,0.000785685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002234145,0.00002255608,0.0002439621,0.958604,0.003074003,0.00008808421,0.0007152742,0.0001004178,0.0001611118,0.000688699,0.001969372,0.03410903],"study_design_scores_gemma":[0.0001570189,0.0001708132,0.0006104397,0.9673951,0.01320091,0.00009227206,0.0006125829,0.00005727675,0.0002041262,0.0005386642,0.01693959,0.00002126455],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003292524,0.9739087,0.00239762,0.00256514,0.001265615,0.01169045,0.002508533,0.00005885068,0.002312611],"genre_scores_gemma":[0.035091,0.9312985,0.008655785,0.00252052,0.0003895497,0.02019146,0.0009848856,0.00003275156,0.0008356125],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04388516,"threshold_uncertainty_score":0.2320896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682587962703265,"score_gpt":0.3514537376224002,"score_spread":0.3346278579953676,"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."}}