{"id":"W2903473192","doi":"10.15353/acmla.n160.310","title":"Empowered Workflows: Automation for Everyone","year":2018,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Robotic Process Automation Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Workflow; Automation; Computer science; Software engineering; Process management; Engineering; Database; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008352374,0.0001259312,0.0001797784,0.0003593032,0.0002212744,0.0001106974,0.0001449721,0.00008903716,0.0002673416],"category_scores_gemma":[0.0001207746,0.0001474718,0.000047101,0.0002282453,0.00008040905,0.0001334591,0.00001943467,0.00006648101,0.00003299142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004048343,"about_ca_system_score_gemma":0.00009530059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002449504,"about_ca_topic_score_gemma":0.0009191632,"domain_scores_codex":[0.999132,0.00002246927,0.0003032955,0.0001544426,0.0001160142,0.0002717185],"domain_scores_gemma":[0.9992179,0.0002838944,0.0001341887,0.0001530415,0.00003882969,0.0001721363],"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":[0.00005808429,0.00005634049,0.00767065,0.0006846703,0.0004484791,9.179331e-7,0.007240812,0.002872199,0.002059096,0.1289316,0.8214216,0.02855565],"study_design_scores_gemma":[0.0005049147,0.00004512092,0.03209737,0.00006560651,0.00002721904,7.048828e-7,0.0002046999,0.02984062,0.001140129,0.009615984,0.9262078,0.0002497905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06689838,0.004986267,0.4869051,0.1090509,0.003538827,0.006338107,0.002796805,0.003844853,0.3156407],"genre_scores_gemma":[0.8183457,0.0002691062,0.1613288,0.0009416967,0.0006831224,0.0003592853,0.0004644918,0.0001179292,0.01748987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7514473,"threshold_uncertainty_score":0.6013727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006250543528216196,"score_gpt":0.1823364101456781,"score_spread":0.1760858666174619,"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."}}