{"id":"W2048618262","doi":"10.5788/16-0-661","title":"The Heart of the Matter: Methodological Challenges in Developing a Contemporary 257-269 Reading Programme for Monolingual Lexicography, from the Perspective of the Dictionary Unit for South African English","year":2011,"lang":"en","type":"article","venue":"Lexikos","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lexicography; Context (archaeology); Reading (process); Linguistics; Library science; Perspective (graphical); Sociology; Unit (ring theory); Computer science; History; Artificial intelligence; Psychology; Mathematics education; Philosophy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2452726,0.0006969862,0.001412387,0.008057336,0.01030921,0.02290539,0.004689933,0.003607865,0.006318985],"category_scores_gemma":[0.3016699,0.00109669,0.0005849723,0.00901155,0.0282402,0.01848149,0.01630256,0.005587897,0.001226569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01553134,"about_ca_system_score_gemma":0.03111357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009375077,"about_ca_topic_score_gemma":0.01813677,"domain_scores_codex":[0.7124342,0.2589053,0.008905511,0.006198708,0.01104081,0.002515422],"domain_scores_gemma":[0.6580366,0.2955267,0.01093576,0.01464286,0.01859093,0.002267162],"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":[0.0001366749,0.00035345,0.007416081,0.003762809,0.00007639148,0.0003780075,0.2890248,0.0006457132,0.0005369615,0.5357077,0.005293346,0.1566681],"study_design_scores_gemma":[0.0001890077,0.0004963195,0.009944705,0.01199875,0.0001528122,0.0002819426,0.4564557,0.00341683,0.002334651,0.3379954,0.1765966,0.0001371659],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2384012,0.02826754,0.462162,0.133944,0.003373754,0.01453399,0.0007454933,0.0002811739,0.1182909],"genre_scores_gemma":[0.6998508,0.005776547,0.2535392,0.007591658,0.0006591316,0.02139723,0.0002878594,0.0003622285,0.01053536],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2452726,"threshold_uncertainty_score":0.9307133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3568629523478491,"score_gpt":0.3180659215288019,"score_spread":0.03879703081904717,"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."}}