{"id":"W4405912732","doi":"10.31860/cgi","title":"DIGITAL HUMANITIES RESEARCH","year":2024,"lang":"en","type":"paratext","venue":"DIGITAL HUMANITIES RESEARCH","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital humanities; Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.002584666,0.0019086,0.001841273,0.005990829,0.006141458,0.1230461,0.004697929,0.0009412017,0.08459235],"category_scores_gemma":[0.0007567804,0.0017819,0.001226984,0.0007322314,0.013736,0.009397843,0.004384751,0.01058099,0.2898271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657888,"about_ca_system_score_gemma":0.001469476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005709692,"about_ca_topic_score_gemma":0.001590341,"domain_scores_codex":[0.9816425,0.0005951794,0.00206406,0.002737032,0.007835629,0.005125592],"domain_scores_gemma":[0.9882407,0.003000578,0.0002754103,0.002362149,0.005554749,0.0005663846],"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":[0.00008283409,0.0002901766,0.000001295653,0.001266462,0.0003121883,0.0002837291,0.01870457,8.175588e-7,0.00000102884,0.3741463,0.598543,0.00636763],"study_design_scores_gemma":[0.0003411277,0.001134133,0.000001680106,0.001746838,0.00003573792,0.00003954477,0.07912398,0.000006020919,0.00001573146,0.04453984,0.8713151,0.001700309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003995235,0.01540479,8.94472e-7,0.0003070919,0.008209309,0.001867496,0.01705441,0.0006579519,0.9525028],"genre_scores_gemma":[0.1575709,0.0006826637,0.000001540142,0.0002146721,0.01563679,0.0006859906,0.006602766,0.0008104725,0.8177942],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3296064,"threshold_uncertainty_score":0.9993658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3711016013301471,"score_gpt":0.4018269888533806,"score_spread":0.0307253875232335,"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."}}