{"id":"W2979338130","doi":"10.4242/balisagevol23.boyer01","title":"Multitasking algorithms in XForms","year":2019,"lang":"en","type":"article","venue":"Balisage series on markup technologies","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBM (Canada)","funders":"","keywords":"Human multitasking; Computer science; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002981655,0.0006201208,0.0006878902,0.0009265795,0.0008753155,0.002087979,0.001913282,0.001015068,0.007348956],"category_scores_gemma":[0.006367808,0.0004268051,0.0009556391,0.0009092908,0.001048595,0.002624705,0.001897821,0.0009956596,0.001678137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477493,"about_ca_system_score_gemma":0.001300534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003650728,"about_ca_topic_score_gemma":0.003216885,"domain_scores_codex":[0.9981368,0.0003954794,0.0002788068,0.0003640009,0.0005936654,0.0002313782],"domain_scores_gemma":[0.9976348,0.001170549,0.0001821822,0.00058366,0.0003365267,0.00009221606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005209455,0.0001934199,0.00207997,0.0003505987,0.00006073093,0.0002729713,0.0007288661,0.1848592,0.01476161,0.3077879,0.009967607,0.478416],"study_design_scores_gemma":[0.0001285399,0.0001053902,0.0005240595,0.00008664171,0.00002041149,0.0002145853,0.00007848048,0.8052003,0.0181876,0.1401596,0.03525169,0.00004269031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01377992,0.0003039856,0.9746118,0.0001740242,0.00005640124,0.00008721661,0.00008126854,0.004396565,0.006508934],"genre_scores_gemma":[0.1416397,0.00021506,0.8473297,0.0001217168,0.00006253456,0.0002372807,0.0003400854,0.0007573579,0.009296563],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007348956,"threshold_uncertainty_score":0.02458471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02521243569455507,"score_gpt":0.2183019753512464,"score_spread":0.1930895396566913,"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."}}