{"id":"W4385978611","doi":"10.1075/lcs.00037.kar","title":"Researching ideologies","year":2023,"lang":"en","type":"article","venue":"Language Culture and Society","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Ideology; Selection (genetic algorithm); Semiotics; Politics; Sociology; Relation (database); Linguistics; Critical discourse analysis; Content (measure theory); Multimodality; Epistemology; Power (physics); Computer science; Political science; Philosophy; Artificial intelligence; Law","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":[0.01116096,0.0005316822,0.0005762714,0.007213987,0.004784041,0.01003196,0.00120152,0.0011999,0.003264536],"category_scores_gemma":[0.01704219,0.0003183263,0.0002757806,0.003489072,0.03389022,0.01006557,0.005277955,0.002422093,0.0002971981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005398654,"about_ca_system_score_gemma":0.002776727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007832969,"about_ca_topic_score_gemma":0.001015489,"domain_scores_codex":[0.9900991,0.006088142,0.0003414778,0.001082625,0.001729887,0.0006588142],"domain_scores_gemma":[0.9796277,0.01386327,0.002039889,0.001549315,0.002267831,0.0006519076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002207575,0.00002999334,0.007207796,0.0001067092,0.00001046368,0.0002507707,0.1649326,0.0001547494,0.0005131315,0.8129186,0.0005242258,0.01332883],"study_design_scores_gemma":[0.00003956695,0.00007964217,0.01114382,0.0008172331,0.00003072451,0.0003996844,0.4445104,0.001490463,0.00247938,0.442967,0.09600689,0.0000352187],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5773393,0.001676523,0.02427071,0.004537079,0.0002487907,0.0001474045,0.00008457137,0.0000361545,0.3916594],"genre_scores_gemma":[0.9952661,0.0002751337,0.001924134,0.0001243709,0.0000378847,0.00005623204,0.00002440239,0.00001502097,0.00227674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01116096,"threshold_uncertainty_score":0.05902547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03115722547519763,"score_gpt":0.2869880163620947,"score_spread":0.2558307908868971,"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."}}