{"id":"W2807339761","doi":"","title":"Metaphor Detection by Deep Learning and the Place of Poetic Metaphor in Digital Humanities.","year":2018,"lang":"en","type":"article","venue":"Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B))","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Metaphor; Poetry; Digital humanities; Art; Humanities; Computer science; Philosophy; Literature; Linguistics","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.0006574471,0.0006899709,0.0009126702,0.0008891844,0.00248374,0.003618349,0.001533918,0.0002513913,0.0005566463],"category_scores_gemma":[0.000233021,0.0005885433,0.0003867584,0.0006380583,0.004267477,0.003071195,0.002048063,0.0007494998,0.00003042148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006916497,"about_ca_system_score_gemma":0.0001206301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556014,"about_ca_topic_score_gemma":0.001630913,"domain_scores_codex":[0.9969227,0.0003188028,0.0004831608,0.0007856243,0.0005298294,0.0009598476],"domain_scores_gemma":[0.9973202,0.0009926567,0.0004585457,0.0004990208,0.0003696141,0.0003600098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006210977,0.0001522007,0.001546429,0.0001268682,0.0005210578,0.0001950921,0.3331939,0.00004329615,0.00004683114,0.6449218,0.0008097859,0.01223177],"study_design_scores_gemma":[0.008231095,0.000723146,0.001307352,0.0001693279,0.0004939279,0.0001660481,0.08138577,0.001389648,0.0004142829,0.0121235,0.8923734,0.001222473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6818305,0.001337666,0.0004161178,0.001250625,0.000156206,0.0008156674,0.0003042223,0.0001783608,0.3137106],"genre_scores_gemma":[0.9447001,0.0003173485,0.00002930919,0.0005979671,0.0001350403,0.000007834166,0.0000964408,0.00007760375,0.05403836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8915637,"threshold_uncertainty_score":0.9996566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244854930585807,"score_gpt":0.196586382347157,"score_spread":0.1841378330412989,"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."}}