{"id":"W4232525089","doi":"10.32920/14637930.v1","title":"\"Suit the Action to the Word, the Word to the Action\": An Unconventional Approach to Describing Shakespeare's Hamlet","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Subtitles and Audiovisual Media","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Entertainment; Dance; Action (physics); Paragraph; Disadvantage; The arts; HAMLET (protein complex); Psychology; Advertising; Sociology; Visual arts; Media studies; Multimedia; Art; Computer science; Political science; Law; Literature; Business","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001157884,0.0003883231,0.0002847114,0.00009313267,0.00173856,0.002598423,0.001286114,0.000117145,0.006280051],"category_scores_gemma":[0.0001457109,0.0001622679,0.0003276112,0.0001799695,0.0001400487,0.0001696365,0.000941503,0.0009651956,0.0006031032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520403,"about_ca_system_score_gemma":0.0001618803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002142475,"about_ca_topic_score_gemma":0.03331446,"domain_scores_codex":[0.9973871,0.0003615663,0.0003931518,0.0006667245,0.0007394725,0.0004519841],"domain_scores_gemma":[0.9979513,0.0002869278,0.0001411823,0.001190475,0.0002655014,0.0001646126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002000009,0.0004674962,0.00008662599,0.0001061508,0.000680004,0.000005454289,0.2319802,0.01052721,0.0001201702,0.1080805,0.4418513,0.2058949],"study_design_scores_gemma":[0.00008821378,0.00004574347,0.001000485,0.0001134195,0.00008903283,0.000007881448,0.1289534,0.0004022358,0.00007709491,0.0005316716,0.8683799,0.0003109647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5128554,0.001084114,0.01588047,0.2371051,0.02652325,0.008176969,0.0003118773,0.000569576,0.1974933],"genre_scores_gemma":[0.8943256,0.00006432606,0.0003879178,0.01576,0.01035823,0.001094822,0.0001914254,0.00008398399,0.07773376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4265286,"threshold_uncertainty_score":0.999561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2889354447486794,"score_gpt":0.3187510764944417,"score_spread":0.02981563174576229,"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."}}