{"id":"W4414090048","doi":"10.22148/001c.143671","title":"Beyond Plot: How Sentiment Analysis Reshapes Our Understanding of Narrative Structure","year":2025,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Sentiment analysis; Narrative structure; Discourse analysis; Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007339129,0.001012389,0.0005544876,0.00690342,0.001675428,0.01361223,0.001046372,0.001065781,0.006864835],"category_scores_gemma":[0.02733906,0.0004821856,0.0009913958,0.003579199,0.003975348,0.01998539,0.003242597,0.002806732,0.002613761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638802,"about_ca_system_score_gemma":0.001169313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002148056,"about_ca_topic_score_gemma":0.004239835,"domain_scores_codex":[0.9959309,0.002401162,0.0002253948,0.0005547351,0.0007593742,0.0001285115],"domain_scores_gemma":[0.9826558,0.01226086,0.001091393,0.001697468,0.001955608,0.0003389444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002900838,0.00009752147,0.01179403,0.001545706,0.000262325,0.00155046,0.154929,0.003283922,0.01915564,0.3310422,0.04316566,0.4328836],"study_design_scores_gemma":[0.00002906457,0.00007682561,0.007769363,0.001341672,0.00009340847,0.001079828,0.05032526,0.04499504,0.006140155,0.5598359,0.3281426,0.0001709784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09005131,0.004367757,0.8018553,0.01994068,0.002251853,0.000362306,0.003300182,0.003220624,0.07465],"genre_scores_gemma":[0.5851963,0.003638844,0.3856587,0.002274089,0.001181107,0.0003229449,0.002690725,0.003369918,0.01566742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01361223,"threshold_uncertainty_score":0.03881353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671393494212861,"score_gpt":0.3331006476897173,"score_spread":0.2963867127475887,"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."}}