{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002166915,0.0002690319,0.0002970798,0.0003244908,0.0001785604,0.0006692157,0.0005362522,0.0001347331,0.001635446],"category_scores_gemma":[0.0001180866,0.0002161097,0.00009425366,0.00009273345,0.0004184026,0.00144523,0.0002194509,0.0003976037,0.0004653797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008104262,"about_ca_system_score_gemma":0.00001549672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009451099,"about_ca_topic_score_gemma":0.001010434,"domain_scores_codex":[0.9985891,0.00001956196,0.0003110288,0.0003600806,0.0002524961,0.0004677413],"domain_scores_gemma":[0.9992512,0.00008346913,0.000087911,0.0005028549,0.00005202161,0.00002250382],"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":[0.00009948913,0.000108926,0.002349233,0.00007218279,0.00002457623,0.00005965133,0.003650098,0.00000971838,0.00004914987,0.9270818,0.001813225,0.06468199],"study_design_scores_gemma":[0.0007570095,0.000659708,0.001517386,0.000263269,0.000007566381,0.00001038373,0.1139388,0.00005093024,0.001105475,0.04792865,0.8330082,0.0007526483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4642952,0.0002407102,0.000002295767,0.0007231734,0.0007854171,0.0003984814,0.00007086269,0.0012834,0.5322005],"genre_scores_gemma":[0.9626119,0.00007889813,0.0002263382,0.0002190309,0.0000719364,0.00005040189,0.00002428215,0.00003396849,0.03668323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8791531,"threshold_uncertainty_score":0.9992772,"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."}}