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\\na sociopragmatic analysis of cultural identity and
\\ncontextualized meaning in Canadian environmentalist discourse","year":2024,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Framing (construction); Sociocultural evolution; Meaning (existential); Perception; Identity (music); Discourse analysis; Cultural identity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00060095,0.000382924,0.001021145,0.003125573,0.001294528,0.0003966111,0.001218754,0.0002503244,0.0001845287],"category_scores_gemma":[0.0001751549,0.0003567133,0.0006971638,0.001695856,0.001260147,0.0008544505,0.0005063904,0.0007543903,0.000006105512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267105,"about_ca_system_score_gemma":0.0007390764,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5287367,"about_ca_topic_score_gemma":0.9654132,"domain_scores_codex":[0.9961571,0.0008555358,0.0003772698,0.0007247477,0.001284309,0.0006010184],"domain_scores_gemma":[0.9979918,0.0001761331,0.0003395948,0.0005842432,0.0006165266,0.000291714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001838692,0.0002668446,0.005270882,0.001384144,0.01146353,0.00161021,0.8111976,0.0004854716,0.003652087,0.1598805,0.002067332,0.0008826674],"study_design_scores_gemma":[0.0009600918,0.0001260571,0.002481441,0.0004488986,0.004934951,8.634842e-7,0.9644225,0.00006165457,0.0007158076,0.00006821756,0.02531713,0.0004623818],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975204,0.0003197504,0.000001553092,0.0001442261,0.003107196,0.0006645577,0.0004907098,0.00002132699,0.09773034],"genre_scores_gemma":[0.9104574,0.00007550798,0.000008837111,0.000003445594,0.0008053293,9.344223e-7,0.0002617053,0.00002585994,0.088361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4366765,"threshold_uncertainty_score":0.9998885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02466101478688709,"score_gpt":0.2826301836761053,"score_spread":0.2579691688892182,"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."}}