{"id":"W4399732979","doi":"10.22148/001c.116818","title":"The Potential and Limits of Arabic Digital Humanities","year":2024,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ephemera; Data science; Metadata; Newspaper; Subject (documents); Field (mathematics); Analytics; Computer science; Sociology; World Wide Web; Media studies; Visual arts; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02094746,0.0006082759,0.00087882,0.008830662,0.006319494,0.03138137,0.003002324,0.003652716,0.02761812],"category_scores_gemma":[0.05493046,0.0006474087,0.0007724723,0.009691798,0.02076827,0.05613207,0.02171378,0.005080775,0.00594938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005715915,"about_ca_system_score_gemma":0.005507354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004053553,"about_ca_topic_score_gemma":0.003090297,"domain_scores_codex":[0.9872469,0.007296982,0.0006397965,0.001224596,0.002938347,0.000653502],"domain_scores_gemma":[0.9270814,0.04544351,0.002721879,0.0153986,0.005525038,0.003829495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006571173,0.00002997191,0.001453226,0.0005179493,0.00002407722,0.0002144511,0.007220771,0.0002771141,0.0002583189,0.8033822,0.02977734,0.1567788],"study_design_scores_gemma":[0.00001178702,0.00001618815,0.001310566,0.001518963,0.00001107003,0.0005196172,0.007972548,0.0005738538,0.000255325,0.3224027,0.6653708,0.00003667888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01816799,0.06392179,0.01614436,0.1670703,0.002021797,0.000124065,0.0009608474,0.0005388699,0.73105],"genre_scores_gemma":[0.7217256,0.1093525,0.0549884,0.02518618,0.007698107,0.000560307,0.001323774,0.0009211061,0.07824396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03138137,"threshold_uncertainty_score":0.1107821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04905456536908647,"score_gpt":0.3360146354009014,"score_spread":0.286960070031815,"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."}}