{"id":"W1500777148","doi":"10.82308/10581","title":"Ideology in the discourse of Montreal-based private language schools' websites","year":2006,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ideology; Language ideology; Sociology; Media studies; Critical discourse analysis; Discourse analysis; Gender studies; Linguistics; Politics; Political science; Public relations; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006170787,0.0005072762,0.0004505743,0.00412795,0.02125437,0.01592281,0.001400628,0.003096064,0.003638757],"category_scores_gemma":[0.0121267,0.0005288707,0.0003488042,0.003951969,0.0299374,0.005227348,0.004349345,0.002785974,0.0002230941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06541041,"about_ca_system_score_gemma":0.02518068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6221583,"about_ca_topic_score_gemma":0.670741,"domain_scores_codex":[0.9931831,0.003759895,0.0001254202,0.0003979667,0.001363099,0.00117054],"domain_scores_gemma":[0.9880614,0.007773346,0.001072191,0.0004317304,0.00146068,0.001200671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004316797,0.00003264318,0.005358209,0.00005466506,0.000008189557,0.0005062599,0.9167013,0.0001059,0.0009071626,0.06799351,0.002809591,0.005479477],"study_design_scores_gemma":[0.00002481586,0.00003636503,0.01876182,0.0002333951,0.00002600617,0.0001550213,0.8492234,0.0007930906,0.0008524532,0.004834723,0.1249852,0.00007355781],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8916861,0.0009584936,0.001641395,0.01285377,0.0001084091,0.00005355749,0.0001229913,0.00008581331,0.09248938],"genre_scores_gemma":[0.9963569,0.0001287697,0.0002312057,0.0002589341,0.00001245686,0.00001200953,0.00001854546,0.00001579577,0.002965331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3778417,"threshold_uncertainty_score":0.7601337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0230227523220462,"score_gpt":0.3571407950686776,"score_spread":0.3341180427466314,"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."}}