{"id":"W6990204217","doi":"","title":"Cultural Analytics and Environmental News: A Novel LLM Approach to Cross-Cultural Understanding of Narrative Morals","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Narrative; Analytics; Narrative inquiry; Perspective (graphical); Field (mathematics); Reflection (computer programming)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001328045,0.0005078748,0.0006052571,0.0002923926,0.001819859,0.0003266676,0.0004477355,0.0005711213,0.000148548],"category_scores_gemma":[0.001108186,0.0004656642,0.0002803101,0.0007633255,0.0004575404,0.0008947302,0.00009586616,0.001044919,0.00002801149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129137,"about_ca_system_score_gemma":0.0001089922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206983,"about_ca_topic_score_gemma":0.001281884,"domain_scores_codex":[0.9964971,0.0004972761,0.000656741,0.0008965218,0.0009097373,0.0005426437],"domain_scores_gemma":[0.9984604,0.0002511683,0.0004319066,0.000231838,0.0002156802,0.0004090499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001859544,0.0007965462,0.0009461531,0.000528216,0.0006480367,0.000008464155,0.03542187,0.0002630994,0.02647039,0.9284882,0.00006279424,0.006180312],"study_design_scores_gemma":[0.0007599757,0.0003056866,0.006014028,0.0007797494,0.0006061356,0.00001861481,0.9176168,0.00006920523,0.003737214,0.03249202,0.03571593,0.001884683],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.868112,0.0003550567,0.000002448469,0.00003722767,0.0009106853,0.0005381908,0.0004598295,0.00007803476,0.1295065],"genre_scores_gemma":[0.9774097,0.000189075,0.004541538,0.00007826223,0.0001281678,0.00006594623,0.0006961208,0.00006918848,0.01682202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8959962,"threshold_uncertainty_score":0.9997795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0865078819380718,"score_gpt":0.3804823251528362,"score_spread":0.2939744432147644,"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."}}