{"id":"W4408987812","doi":"10.1016/b978-0-323-95504-1.00504-4","title":"Systemic Functional Grammar","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Systemic functional grammar; Grammar; Linguistics; Computer science; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002599271,0.000703716,0.0005735111,0.001099518,0.000862713,0.002185037,0.0005598214,0.0006628853,0.05975719],"category_scores_gemma":[0.0005981435,0.0004544058,0.0004410158,0.001699136,0.001718656,0.002768345,0.0009354616,0.001380019,0.01786653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138096,"about_ca_system_score_gemma":0.0007125465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001792896,"about_ca_topic_score_gemma":0.002641526,"domain_scores_codex":[0.9998323,0.00003593267,0.000009882057,0.00004474546,0.00006373971,0.00001332114],"domain_scores_gemma":[0.9998623,0.00005942581,0.000004806914,0.00003807733,0.00002763114,0.00000779671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004993559,0.00001084467,0.00006003193,0.00009965882,0.000004324108,0.00004906289,0.0002672954,0.000406443,0.0005600005,0.8250221,0.05840134,0.1151139],"study_design_scores_gemma":[0.000003736613,0.000006050089,0.0001583653,0.0000651318,0.000005173776,0.0001658148,0.00006450315,0.000750265,0.0003068082,0.6554075,0.343061,0.000005792635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002294017,0.004666861,0.06094306,0.001380958,0.0003776875,0.00002262596,0.0004222809,0.0007874205,0.929105],"genre_scores_gemma":[0.09368648,0.007534366,0.03295935,0.0006901541,0.0006092592,0.00008905483,0.001927305,0.001182955,0.8613212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05975719,"threshold_uncertainty_score":0.1999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181156538463963,"score_gpt":0.2322860912526199,"score_spread":0.2204745258679802,"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."}}