{"id":"W2919700845","doi":"10.3390/h8010045","title":"Digital Humanities’ Shakespeare Problem","year":2019,"lang":"en","type":"article","venue":"Humanities","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Digital humanities; Argument (complex analysis); Humanism; Popularity; The arts; Humanities; Literature; Sociology; Art; Philosophy; Visual arts; Political science; Law","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001639026,0.0004750155,0.0004477212,0.0002768349,0.0007865309,0.006122597,0.0006405364,0.00008073104,0.04895339],"category_scores_gemma":[0.00001918745,0.0004415098,0.0002780865,0.00004192137,0.0006440155,0.003759131,0.0002118251,0.000393399,0.007842507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127229,"about_ca_system_score_gemma":0.00005981388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008062598,"about_ca_topic_score_gemma":0.0007811626,"domain_scores_codex":[0.9975804,0.00003425671,0.0005428385,0.0005014681,0.0005950494,0.000745991],"domain_scores_gemma":[0.9987809,0.0001198111,0.0001693936,0.0005434972,0.0003026829,0.00008369285],"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":[0.00002741577,0.0001002057,0.0004698422,0.0001306757,0.00006324221,0.00001717234,0.02878617,0.000002068845,0.000005322059,0.9516162,0.01639176,0.002389908],"study_design_scores_gemma":[0.0004486156,0.0003128538,0.0001734683,0.0001140113,0.00001988393,0.00001221698,0.04365585,0.000007441801,0.00001538291,0.01870751,0.9358947,0.0006380755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1630844,0.0003180179,0.000001294623,0.00006613466,0.0009629056,0.0004374775,0.0002456245,0.0005041352,0.83438],"genre_scores_gemma":[0.5239894,0.000006028755,0.000009058726,0.0007376514,0.0008176242,0.00003391291,0.0001311952,0.0000674947,0.4742076],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9329087,"threshold_uncertainty_score":0.9998037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06055643469617089,"score_gpt":0.2120275376218685,"score_spread":0.1514711029256976,"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."}}