{"id":"W4250344253","doi":"10.1075/bct.87.07tab","title":"Loving and hating the movies in English, German and Spanish","year":2016,"lang":"en","type":"book-chapter","venue":"Benjamins current topics","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Simon Fraser University","funders":"","keywords":"Argumentative; German; Style (visual arts); Linguistics; Sociocultural evolution; Psychology; Graduation (instrument); Polarity (international relations); White (mutation); Sociology; Literature; Art; Mathematics; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002334834,0.0002283361,0.0002700992,0.0001444673,0.0001320292,0.0002832329,0.0003763238,0.00009793182,0.00002163548],"category_scores_gemma":[0.00003066004,0.0001563307,0.00006495786,0.0000413449,0.00007874862,0.0002322865,0.0005394165,0.0002517952,0.000006075984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002823892,"about_ca_system_score_gemma":0.00002771525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003083911,"about_ca_topic_score_gemma":0.00003101342,"domain_scores_codex":[0.9987836,0.00002322693,0.0003210305,0.0004302488,0.0002360464,0.0002058264],"domain_scores_gemma":[0.9991938,0.0001257017,0.000192506,0.0003795823,0.00005356484,0.00005487494],"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":[5.443049e-7,0.000006637629,0.001534955,0.00004225527,0.00002247794,0.000004446864,0.002175351,4.573269e-7,0.00000260317,0.4351155,0.0004510864,0.5606437],"study_design_scores_gemma":[0.0003876625,0.0000331501,0.003018701,0.0009655233,0.00004696295,0.000005718475,0.00008606043,0.004090033,0.00001601943,0.0138413,0.976965,0.0005438694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0213984,0.1134172,0.02906868,0.006866772,0.01371974,0.001952476,0.00005998257,0.0005995166,0.8129172],"genre_scores_gemma":[0.1238402,0.06221535,0.01036119,0.001330502,0.01708055,0.00008129839,0.0001040882,0.0002772365,0.7847096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9765139,"threshold_uncertainty_score":0.637498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793063734501796,"score_gpt":0.2687378681451503,"score_spread":0.2408072308001324,"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."}}